PCA analysis

LIBS

library(patchwork)
source("../FileLocation.R")
source(TEMPLATE_FUN)
source(COLORFUN)
source(GENERAL_FUN)
source(RASTERPLOT_FUN)
source(PCA_FUN)
source(TOPGO_FUN)
library(parallel)
colorCode<-ColorCode()
NCORES<-5

PCA in the cortex

Load data

dataMouseCortex<-LOADMOUSE(Tissue="Cortex")

## Le chargement a nécessité le package : SWDMr

## Le chargement a nécessité le package : Rfast

## Warning: le package 'Rfast' a été compilé avec la version R 4.2.3

## Le chargement a nécessité le package : Rcpp

## Le chargement a nécessité le package : RcppZiggurat

## Warning: le package 'RcppZiggurat' a été compilé avec la version R 4.2.3

## Le chargement a nécessité le package : RcppParallel

## 
## Attachement du package : 'RcppParallel'

## L'objet suivant est masqué depuis 'package:Rcpp':
## 
##     LdFlags

## 
## Rfast: 2.1.0

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Load fitted data

load(CORTEXFITTED_RDATA)

source(PCA_FUN)

gff_c<-PCAplot(Expr = dataMouseCortex$rna_expr,TimeExpr = dataMouseCortex$rna_expr$Time,
        fits = dataMouseCortex$fits,fitted_full = fitted_CortexFullModel,
        fitted_circcomp = fitted_circ,fitted_swcomp = fitted_sw,xlim = c(-110,100),ylim=c(-50,70),title="Cortex")

## Le chargement a nécessité le package : ggplot2

## 
## Attachement du package : 'ggplot2'

## L'objet suivant est masqué _par_ '.GlobalEnv':
## 
##     .pt

## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa

## PC1 top contributors:Otub2 Socs7 Cep83os Fmnl1 Tmem151b Cirbp

## PC2 top contributors:Pmepa1 Arfgap2 Preb Hip1r Kctd15 Scube1

## Le chargement a nécessité le package : pals

## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

## Scale for x is already present.
## Adding another scale for x, which will replace the existing scale.

## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.

Time-course

source(PCA_FUN)
gff_c_ts<-PCAplotTimeCourse(Expr = dataMouseCortex$rna_expr,TimeExpr = dataMouseCortex$rna_expr$Time,
        fits = dataMouseCortex$fits,fitted_full = fitted_CortexFullModel,
        fitted_circcomp = fitted_circ,fitted_swcomp = fitted_sw)

## [1] "SWrc PC1: 0.79961650036627"
## [1] "SWrc PC2: 0.591889004625923"

(gff_c/gff_c_ts)+plot_layout(heights = c(3,1.2))

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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GO enrichment for PC1 using ranksum

source(TOPGO_FUN)
res.pca_Cortex<-GetPCA(Expr = dataMouseCortex$rna_expr,TimeExpr = dataMouseCortex$rna_expr$Time,
        fits = dataMouseCortex$fits)
Endf_CPC1<-ScoreEnrichment(res.pca_Cortex$var$contrib[,1],Score = "decreasing")

## Le chargement a nécessité le package : topGO

## Le chargement a nécessité le package : BiocGenerics

## 
## Attachement du package : 'BiocGenerics'

## Les objets suivants sont masqués depuis 'package:stats':
## 
##     IQR, mad, sd, var, xtabs

## Les objets suivants sont masqués depuis 'package:base':
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##     anyDuplicated, aperm, append, as.data.frame, basename, cbind,
##     colnames, dirname, do.call, duplicated, eval, evalq, Filter, Find,
##     get, grep, grepl, intersect, is.unsorted, lapply, Map, mapply,
##     match, mget, order, paste, pmax, pmax.int, pmin, pmin.int,
##     Position, rank, rbind, Reduce, rownames, sapply, setdiff, sort,
##     table, tapply, union, unique, unsplit, which.max, which.min

## Le chargement a nécessité le package : graph

## 
## Attachement du package : 'graph'

## L'objet suivant est masqué depuis 'package:Rfast':
## 
##     Dist

## Le chargement a nécessité le package : Biobase

## Welcome to Bioconductor
## 
##     Vignettes contain introductory material; view with
##     'browseVignettes()'. To cite Bioconductor, see
##     'citation("Biobase")', and for packages 'citation("pkgname")'.

## 
## Attachement du package : 'Biobase'

## L'objet suivant est masqué depuis 'package:Rfast':
## 
##     rowMedians

## Le chargement a nécessité le package : GO.db

## Le chargement a nécessité le package : AnnotationDbi

## Le chargement a nécessité le package : stats4

## Le chargement a nécessité le package : IRanges

## Le chargement a nécessité le package : S4Vectors

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## Attachement du package : 'S4Vectors'

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##     expand.grid, I, unname

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## Attachement du package : 'AnnotationDbi'

## L'objet suivant est masqué depuis 'package:Rfast':
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##     columns

## 

## Le chargement a nécessité le package : SparseM

## 
## Attachement du package : 'SparseM'

## L'objet suivant est masqué depuis 'package:base':
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##     backsolve

## 
## groupGOTerms:    GOBPTerm, GOMFTerm, GOCCTerm environments built.

## 
## Attachement du package : 'topGO'

## L'objet suivant est masqué depuis 'package:IRanges':
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##     members

## L'objet suivant est masqué depuis 'package:grid':
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##     depth

## Le chargement a nécessité le package : org.Mm.eg.db

## 

## 
## Building most specific GOs .....

##  ( 9105 GO terms found. )

## 
## Build GO DAG topology ..........

##  ( 12791 GO terms and 28857 relations. )

## 
## Annotating nodes ...............

##  ( 6461 genes annotated to the GO terms. )

## 
##           -- Weight01 Algorithm -- 
## 
##       the algorithm is scoring 4230 nontrivial nodes
##       parameters: 
##           test statistic: ks
##           score order: decreasing

## 
##   Level 17:  1 nodes to be scored    (0 eliminated genes)

## 
##   Level 16:  7 nodes to be scored    (0 eliminated genes)

## 
##   Level 15:  18 nodes to be scored   (14 eliminated genes)

## 
##   Level 14:  44 nodes to be scored   (92 eliminated genes)

## 
##   Level 13:  75 nodes to be scored   (243 eliminated genes)

## 
##   Level 12:  130 nodes to be scored  (668 eliminated genes)

## 
##   Level 11:  272 nodes to be scored  (1534 eliminated genes)

## 
##   Level 10:  440 nodes to be scored  (2237 eliminated genes)

## 
##   Level 9:   591 nodes to be scored  (2998 eliminated genes)

## 
##   Level 8:   655 nodes to be scored  (3759 eliminated genes)

## 
##   Level 7:   694 nodes to be scored  (4456 eliminated genes)

## 
##   Level 6:   601 nodes to be scored  (4946 eliminated genes)

## 
##   Level 5:   382 nodes to be scored  (5287 eliminated genes)

## 
##   Level 4:   211 nodes to be scored  (5458 eliminated genes)

## 
##   Level 3:   89 nodes to be scored   (5554 eliminated genes)

## 
##   Level 2:   19 nodes to be scored   (5594 eliminated genes)

## 
##   Level 1:   1 nodes to be scored    (5611 eliminated genes)

Endf_CPC1$df[,c(1,2,6,7)]

Endf_CPC1$plot

fviz_screeplot(res.pca_Cortex)

parameters of PC1

SWrcs<-GetSWrcMouse(dataMouseCortex$fits$Gene[dataMouseCortex$fits$BF>exp(1)],SWDMr(dataMouseCortex$SWdf,dataMouseCortex$rna_expr),dataMouseCortex$fits)

Amplitude Difference

AmpDif<-AmplitdueDiffBetweenPC(res.pca_Cortex,dataMouseCortex$rna_expr)
boxplot(AmpDif);mean(AmpDif$AmpPC1);mean(AmpDif$AmpPC2)

## [1] 0.2492205

## [1] 0.1053977

# source(PCA_FUN)
# Plpa_CortexPC1<-PlotParams(res.pca_Cortex,SWrcs,data=dataMouseCortex,dataMouseCortex$fits,PC=1)
# Plpa_CortexPC2<-PlotParams(res.pca,SWrcs,data=dataMouseCortex,dataMouseCortex$fits,PC=2)
# (Plpa_CortexPC1$plot)/Plpa_CortexPC2$plot

source(PCA_FUN)
Plpa_CortexPC1<-PlotParams2(res.pca_Cortex,SWrcs,data=dataMouseCortex,dataMouseCortex$fits,PC=1)

## Le chargement a nécessité le package : ggrastr

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.715)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.5)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.25)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.125)) + w^2): Production de NaN

Plpa_CortexPC2<-PlotParams2(res.pca_Cortex,SWrcs,data=dataMouseCortex,dataMouseCortex$fits,PC=2)

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.715)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.5)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.25)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.125)) + w^2): Production de NaN

((Plpa_CortexPC1$plot1+theme(legend.position = "none")+ggtitle("PC1")) / (Plpa_CortexPC1$plot2+theme(legend.position = "none"))) | 
  ((Plpa_CortexPC2$plot1+theme(legend.position = "none")+ggtitle("PC2")) / Plpa_CortexPC2$plot2+theme(plot.margin = margin(0,0,50,0)))

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

PC2

source(TOPGO_FUN)
Endf2_CPC2<-ScoreEnrichment(res.pca_Cortex$var$contrib[,2],Score = "decreasing")

## 
## Building most specific GOs .....

##  ( 9105 GO terms found. )

## 
## Build GO DAG topology ..........

##  ( 12791 GO terms and 28857 relations. )

## 
## Annotating nodes ...............

##  ( 6461 genes annotated to the GO terms. )

## 
##           -- Weight01 Algorithm -- 
## 
##       the algorithm is scoring 4230 nontrivial nodes
##       parameters: 
##           test statistic: ks
##           score order: decreasing

## 
##   Level 17:  1 nodes to be scored    (0 eliminated genes)

## 
##   Level 16:  7 nodes to be scored    (0 eliminated genes)

## 
##   Level 15:  18 nodes to be scored   (14 eliminated genes)

## 
##   Level 14:  44 nodes to be scored   (92 eliminated genes)

## 
##   Level 13:  75 nodes to be scored   (243 eliminated genes)

## 
##   Level 12:  130 nodes to be scored  (668 eliminated genes)

## 
##   Level 11:  272 nodes to be scored  (1534 eliminated genes)

## 
##   Level 10:  440 nodes to be scored  (2237 eliminated genes)

## 
##   Level 9:   591 nodes to be scored  (2998 eliminated genes)

## 
##   Level 8:   655 nodes to be scored  (3759 eliminated genes)

## 
##   Level 7:   694 nodes to be scored  (4456 eliminated genes)

## 
##   Level 6:   601 nodes to be scored  (4946 eliminated genes)

## 
##   Level 5:   382 nodes to be scored  (5287 eliminated genes)

## 
##   Level 4:   211 nodes to be scored  (5458 eliminated genes)

## 
##   Level 3:   89 nodes to be scored   (5554 eliminated genes)

## 
##   Level 2:   19 nodes to be scored   (5594 eliminated genes)

## 
##   Level 1:   1 nodes to be scored    (5611 eliminated genes)

Endf2_CPC2$df

Endf2_CPC2$plot

PCA in the liver

Load data

dataMouseLiver<-LOADMOUSE(Tissue="Liver")

Load fitted data

load(LIVERFITTED_RDATA)

SWrcsL<-GetSWrcMouse(dataMouseLiver$fits$Gene[dataMouseLiver$fits$BF>exp(1)],SWDMr(dataMouseLiver$SWdf,dataMouseLiver$rna_expr),dataMouseLiver$fits)

source(PCA_FUN)
# PCAplot(Expr = dataMouseCortex$rna_expr,TimeExpr = dataMouseCortex$rna_expr$Time,
#         fits = dataMouseCortex$fits,fitted_full = fitted_CortexFullModel,
#         fitted_circcomp = fitted_circ,fitted_swcomp = fitted_sw,
#         AddULeq=T,ylim = c(-75,100),xlim=c(-180,125))

gff_l<-PCAplot(Expr = dataMouseLiver$rna_expr,TimeExpr = dataMouseLiver$rna_expr$Time,
        fits = dataMouseLiver$fits,fitted_full = fitted_LiverFullModel,
        fitted_circcomp = fitted_circ,fitted_swcomp = fitted_sw,xlim = c(-60,75),ylim=c(-60,50),title="Liver")

## PC1 top contributors:Pnkd Tjp3 Dtx4 Cgn Lrfn3 Arntl

## PC2 top contributors:Prkd3 Ppfibp1 V11747 Casp6 Sod2 Agxt

## Scale for x is already present.
## Adding another scale for x, which will replace the existing scale.
## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.

source(PCA_FUN)
gff_l_ts<-PCAplotTimeCourse(Expr = dataMouseLiver$rna_expr,TimeExpr = dataMouseLiver$rna_expr$Time,
        fits = dataMouseLiver$fits,fitted_full = fitted_LiverFullModel,
        fitted_circcomp = fitted_circ,fitted_swcomp = fitted_sw)

## [1] "SWrc PC1: 0.176579752547323"
## [1] "SWrc PC2: 0.28865297724855"

(gff_l/gff_l_ts)+plot_layout(heights = c(3,1.2))

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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source(TOPGO_FUN)
res.pca_Liver<-GetPCA(Expr = dataMouseLiver$rna_expr,TimeExpr = dataMouseLiver$rna_expr$Time,
        fits = dataMouseLiver$fits)
Endf_LPC1<-ScoreEnrichment(res.pca_Liver$var$contrib[,1],Score = "decreasing")

## 
## Building most specific GOs .....

##  ( 8524 GO terms found. )

## 
## Build GO DAG topology ..........

##  ( 12205 GO terms and 27529 relations. )

## 
## Annotating nodes ...............

##  ( 5320 genes annotated to the GO terms. )

## 
##           -- Weight01 Algorithm -- 
## 
##       the algorithm is scoring 3962 nontrivial nodes
##       parameters: 
##           test statistic: ks
##           score order: decreasing

## 
##   Level 16:  5 nodes to be scored    (0 eliminated genes)

## 
##   Level 15:  14 nodes to be scored   (0 eliminated genes)

## 
##   Level 14:  34 nodes to be scored   (67 eliminated genes)

## 
##   Level 13:  71 nodes to be scored   (190 eliminated genes)

## 
##   Level 12:  118 nodes to be scored  (506 eliminated genes)

## 
##   Level 11:  240 nodes to be scored  (1261 eliminated genes)

## 
##   Level 10:  421 nodes to be scored  (1865 eliminated genes)

## 
##   Level 9:   542 nodes to be scored  (2516 eliminated genes)

## 
##   Level 8:   612 nodes to be scored  (3253 eliminated genes)

## 
##   Level 7:   660 nodes to be scored  (3846 eliminated genes)

## 
##   Level 6:   574 nodes to be scored  (4273 eliminated genes)

## 
##   Level 5:   363 nodes to be scored  (4551 eliminated genes)

## 
##   Level 4:   199 nodes to be scored  (4711 eliminated genes)

## 
##   Level 3:   89 nodes to be scored   (4792 eliminated genes)

## 
##   Level 2:   19 nodes to be scored   (4820 eliminated genes)

## 
##   Level 1:   1 nodes to be scored    (4835 eliminated genes)

Endf_LPC1$df

Endf_LPC1$plot

PlotParams(res.pca_Liver,SWrcsL,data = dataMouseLiver,dataMouseLiver$fits,PC=1)

## $plot

## 
## $data
##                       Zeta      omega         upper         pl PCA_Contrib
## Pnkd          -0.202610985 0.20827515 -0.0235152846 1.92329978  0.06931949
## Tjp3          -1.679006840 0.51378117 -0.0899725339 0.02881732  0.13767008
## Dtx4          -0.408493739 0.17323532 -0.1326113724 2.39832807  0.20510555
## Cgn           -0.062777984 0.34139471  0.0103146268 1.26986131  0.27022209
## Lrfn3          0.453031596 0.15769342  0.0291095933 1.75504429  0.33529021
## Arntl         -0.502308379 0.19005849 -0.0397464059 2.37368038  0.40030167
## Tubb2a        -1.775625866 0.52121430 -0.2161112285 0.02251912  0.46524793
## Caprin1       -1.231754237 0.22542554 -0.1115762751 2.76921857  0.53016534
## Chka          -0.654995442 0.08726646  0.0129906906 2.97710842  0.59452035
## Elovl3        -0.072136521 0.19136006 -0.0879633225 1.93056862  0.65884192
## Mthfr          0.251468857 0.52359878 -0.0660720267 1.17288619  0.72255884
## Anxa7         -0.157563468 0.34387386  0.1796079365 1.19301964  0.78575310
## Mreg          -0.847617905 0.15932124 -0.0559650672 2.87364771  0.84844071
## Trim2         -1.342186616 0.28230753 -0.0481870860 0.54222194  0.91109370
## Clpx          -0.598530062 0.19473401 -0.1302080251 2.44331821  0.97345572
## Lgalsl        -1.512427539 0.46328980  0.0189990820 0.05098020  1.03558563
## Cldn1         -0.013795466 0.23526921 -0.1235390574 1.68085638  1.09761239
## St5           -1.743914385 0.52359878 -0.1074067352 0.02404034  1.15946862
## Lasp1         -0.553673222 0.13851012 -0.0565050057 2.75192785  1.22131789
## Dpp9          -0.104728365 0.44420358 -0.1086363907 0.95693948  1.28272126
## Tmie          -1.814728970 0.52166656 -0.1289271842 0.02055086  1.34351728
## Gpcpd1        -1.374929928 0.29964209  0.1178121916 0.30192576  1.40425562
## Mical2        -0.729932195 0.17462991  0.0396775070 2.72072209  1.46497889
## Gys2          -1.208981603 0.24139786  0.1857972392 2.49112773  1.52533372
## Spsb3         -1.664350168 0.51554544 -0.0031937837 0.02963297  1.58553722
## Pnp           -0.191901300 0.23503285 -0.0540671377 1.73734240  1.64556164
## Coq8a          0.538380771 0.52359878 -0.0241263548 1.35700395  1.70548802
## Asap2         -0.701993203 0.16187053 -0.1190128140 2.76315042  1.76536306
## Ap2a2         -1.656290044 0.51503002 -0.1393088690 0.03023896  1.82523358
## Coq10b        -1.390987510 0.30737577  0.0581209392 0.24702079  1.88503337
## Psen2         -1.373462737 0.29086874 -0.0976868635 0.38151837  1.94482770
## Slc30a10      -1.184182798 0.22329213 -0.1483509890 2.75286773  2.00447624
## Fam76a        -0.233896208 0.52359878  0.1107603356 0.66125185  2.06407168
## Blcap         -0.340913131 0.18237176 -0.0674268822 2.25159822  2.12365534
## Avpr1a        -1.016394557 0.14361577 -0.1161229840 2.99159835  2.18303504
## Nek4          -0.992119289 0.14240481 -0.0001979063 2.98553933  2.24233811
## Tjp2          -1.832663793 0.52190698 -0.0487055373 0.01970450  2.30160559
## Sumo3         -0.604596087 0.15682873 -0.1726433976 2.70679357  2.36078343
## Slc34a2       -1.319555197 0.29157801 -0.0002446317 0.41775849  2.41981509
## Insig2        -0.106592295 0.15529366 -0.1675857156 2.18038458  2.47843948
## Dapk1         -1.744763946 0.52273181 -0.0856295725 0.02405977  2.53683184
## Gm14097       -1.390257494 0.30021605  0.1071820559 0.28816894  2.59515152
## Arhgef19      -1.327316007 0.52359878 -0.0208185834 0.06266913  2.65346596
## Upp2           0.341706300 0.52359878  0.2788556371 1.24173904  2.71177867
## Klf13         -1.238668278 0.21480999  0.1802064984 2.85944337  2.77005049
## Gm31508       -1.836728996 0.52086406 -0.1499340632 0.01958643  2.82828043
## Dnmt3b        -0.745684321 0.16597932  0.0390331513 2.77775005  2.88644339
## Crip2         -1.075976748 0.16750083 -0.1397429094 2.96168429  2.94439497
## Bri3           0.627041174 0.12091450  0.6159555329 1.76916408  3.00198897
## Selenoi       -0.785805767 0.08726646 -0.1135276319 3.01938848  3.05956710
## Gne            0.940943798 0.52359878  0.1985188914 1.48508227  3.11708206
## Leo1          -0.694881067 0.15621493 -0.0053617801 2.78356501  3.17457224
## Ncoa5          0.155232755 0.52359878  0.0209712324 1.08766274  3.23197580
## S1pr1         -1.246227012 0.23438921  0.0286464531 2.66850271  3.28919666
## Fam89a        -0.633627697 0.13897790 -0.1269949146 2.81056985  3.34636945
## Tars          -0.953143930 0.12660622 -0.0924559035 3.00188156  3.40347613
## Slc5a6        -0.800549580 0.13069026  0.2403921802 2.93413136  3.46009729
## Stra6l        -0.812718362 0.08726646 -0.0762241831 3.02666491  3.51657674
## Gramd4        -1.811501130 0.52048305  0.0470423082 0.02078303  3.57296740
## Clock         -1.284759302 0.22484684 -0.1902291036 2.81400191  3.62929864
## Grem2         -1.514372933 0.43562614  0.1869369009 0.05749714  3.68562509
## Efnb1         -1.404838087 0.29219295 -0.0874877429 0.34353696  3.74185666
## A530001N23Rik -0.746098771 0.51749062  0.0172005108 0.23932239  3.79803776
## Ciart         -0.696782698 0.18503523  0.2475028013 2.62521620  3.85406632
## Pdk4           0.197057231 0.52359878  0.0047704212 1.12617748  3.90998455
## Nectin1       -0.251849352 0.15625724  0.1534188681 2.33740020  3.96589868
## Fgfrl1         0.123942017 0.52359878  0.1595472855 1.05742562  4.02145961
## Grk5           0.996451751 0.26298585  0.5233510408 1.57034044  4.07697290
## Fpgs          -0.959323599 0.13911394 -0.0154403497 2.98037357  4.13237223
## P2ry2         -0.932161029 0.13525240  0.1097666001 2.97828792  4.18769396
## Pde9a         -1.829633042 0.52159580 -0.1222364130 0.01986225  4.24293772
## Zranb1        -1.436614175 0.36387641  0.1183757833 0.10872886  4.29817482
## Gldc          -1.347104458 0.30054539 -0.0374968063 0.31402299  4.35322387
## Slc2a2        -0.208163257 0.22088640  0.2068565508 1.83986309  4.40826446
## Npas2          0.420640146 0.08726646  0.2246996750 2.03936978  4.46316146
## Diaph1        -1.406714606 0.27407185  0.0277062110 0.70760588  4.51799509
## Sept9         -1.822401379 0.51936259  0.0004123554 0.02034151  4.57276334
## Slc16a1       -0.437238538 0.52359878 -0.0118019887 0.45334885  4.62745727
## Timm17a       -0.537170487 0.41713813  0.2889013123 0.54128050  4.68209690
## Bnip3         -0.338234067 0.52359878  0.1977919995 0.54914841  4.73671333
## Por            1.199639168 0.52359878  0.3389699023 1.52347056  4.79132270
## Prkaca         0.450223513 0.52359878  0.1419191919 1.31084155  4.84592286
## Rgs16         -1.281105736 0.42424416 -0.0137659015 0.10396393  4.90050804
## Cyp2e1        -1.090845041 0.30763694  0.1045230391 0.46415944  4.95506677
## Ak2           -1.389332743 0.30646199  0.1117726914 0.25245515  5.00954734
## Pnpla2        -1.381257423 0.29985062  0.0208402760 0.29636659  5.06401541
## Sf3b1         -1.724801429 0.51570220 -0.0211041543 0.02577100  5.11836525
## Spon2         -1.028749439 0.14686336 -0.1782433013 2.98954612  5.17269619
## Adprh         -1.730659820 0.51406509  0.0074623505 0.02556338  5.22701020
## Ddc           -0.006710319 0.35120601 -0.0392426632 1.27688262  5.28130396
## Uri1          -0.471632027 0.40573095  0.1361620966 0.64119981  5.33554707
## Wrap73        -1.602443102 0.52359878 -0.0831801546 0.03329164  5.38978887
## Loxl4         -1.270716657 0.23250743 -0.0765123082 2.71808236  5.44401140
## Tspan14       -0.895109908 0.40610814 -0.0228131713 0.27382490  5.49815950
## Pi4k2a        -1.736813890 0.52326245 -0.0104885540 0.02446265  5.55229467
## Serpina6       0.408213016 0.21528958  0.6504502921 1.64754227  5.60642915
## Szt2          -0.459940157 0.45059573 -0.0303718214 0.54651360  5.66050315
## Sigmar1       -1.263971101 0.21738225 -0.0162785601 2.85822281  5.71457299
## Uox           -0.073175508 0.20278467  0.1584610051 1.86739118  5.76862968
## Ddhd1         -1.139294777 0.18272701 -0.0122785035 2.94659459  5.82262718
## Dhrs9         -0.729197250 0.41424850 -0.1398737923 0.37411840  5.87660702
## Dhrs3         -0.381758849 0.16968364 -0.0994715440 2.39348233  5.93050275
## Klhdc7b       -1.003687035 0.15266754 -0.0737371405 2.96812052  5.98410348
## Afg3l2        -0.417974642 0.36747539  0.2209341649 0.83532202  6.03758651
## Leap2         -1.260262494 0.22589012 -0.0931008271 2.78640137  6.09105680
## Pnrc1         -0.423564363 0.18943307  0.0062927665 2.28852951  6.14446749
## 1700001L05Rik -1.382334848 0.33850466  0.1209252389 0.15826487  6.19760227
## Dbp           -1.684779640 0.51479360  0.0347000012 0.02834208  6.25067439
## Gm11843        0.067022498 0.24142710  0.0386828820 1.64018656  6.30363953
## Srms          -0.558036465 0.38831873  0.1734213260 0.59984801  6.35660301
## Ethe1         -1.242440998 0.22486268 -0.1066610122 2.78300513  6.40947141
## Appl1         -1.622925725 0.43678721  0.0008385371 0.04454791  6.46233854
## Srgap3        -0.371493765 0.15540897  0.1556837645 2.47957858  6.51509733
## Ubqln1        -0.348336221 0.52359878 -0.1650789508 0.53884755  6.56782294
## Wrnip1        -0.112952182 0.19635235 -0.0882357204 1.93244213  6.62050853
## Tada3         -0.027598194 0.36855078  0.1163730192 1.21502338  6.67303542
## Nr1d2         -1.651149969 0.52359878 -0.0759019619 0.02976189  6.72552459
## Rnf145        -0.330012906 0.35823912  0.2938764491 0.97254104  6.77801278
## B3gat3        -0.305259720 0.22944656 -0.1076234107 1.83187035  6.83040605
## Igfbp4        -0.282384849 0.11533986  0.2447553904 2.62302967  6.88278557
## Med24         -0.978406325 0.52359878 -0.1022383034 0.13922385  6.93509669
## Hsd3b7        -0.909295484 0.14675602 -0.0600985267 2.94279466  6.98739728
## Ccne1         -1.466823927 0.38223655  0.1985050330 0.08784502  7.03968033
## Commd7        -1.390847068 0.29214251 -0.1146148722 0.35439498  7.09195160
## Slc19a1       -1.265099757 0.20787237  0.2267257570 2.91230061  7.14420613
## Nedd4l         0.071568408 0.52359878  0.0960682135 1.00428871  7.19633319
## Palld         -0.866219448 0.41952384 -0.0247870213 0.27129507  7.24844895
## Pdgfc         -1.373509828 0.30686020 -0.0555542426 0.25934928  7.30055662
## Rnf144a       -1.427135113 0.29880751  0.0115009250 0.27489268  7.35266337
## Atp6v1e1      -1.705435034 0.51466275 -0.0096000336 0.02703798  7.40476903
## Smarcd1        0.965569815 0.33104009  0.2768734696 1.54516598  7.45684571
## Ggct          -0.853083753 0.13876081 -0.0254929349 2.93770285  7.50879348
## Mfsd4b3        0.108356665 0.32341280 -0.2029305484 1.40638264  7.56068144
## Slc6a9        -0.988355070 0.12198229  0.1793244740 3.01993324  7.61244960
## Rtp3           0.065223597 0.16907071  0.1231953347 1.94125556  7.66420197
## Ngef          -1.147508386 0.18868136  0.2317188439 2.93119394  7.71584048
## Tef           -1.683101372 0.51381659  0.1133089231 0.02854371  7.76742590
## Slc38a2        0.131973893 0.52359878  0.0451954370 1.06529946  7.81896816
## Stk35         -1.334761685 0.23400778  0.0813283987 2.75131651  7.87042090
## Tcf25         -1.074372339 0.36701653  0.0024706122 0.24002034  7.92184672
## Slc1a2        -1.313342377 0.22541310  0.0617917401 2.82864725  7.97316001
## Ptpa          -1.183724230 0.19333751 -0.0130310961 2.93190710  8.02446928
## Lrp5          -1.406027655 0.29758681 -0.1578122066 0.29657947  8.07573316
## Gfod2         -0.327135541 0.33590457  0.0041612171 1.07963623  8.12697980
## Efhd2         -0.964846508 0.12879096  0.3246894522 3.00176488  8.17804547
## Rab32         -1.493857334 0.52226709 -0.1510071763 0.04292007  8.22893815
## Pcsk4          0.174045300 0.23701820  0.3601894325 1.63741487  8.27981462
## Leprotl1      -1.641324131 0.48848153 -0.0195196151 0.03433292  8.33065164
## Sec14l2       -1.826822855 0.52244329 -0.1223081722 0.01993698  8.38146556
## Osbpl1a       -0.941395930 0.41222974 -0.0533148400 0.23897291  8.43222293
## Enpp2         -0.559167030 0.26549629  0.3120315138 1.52002376  8.48296387
## Mia2          -1.333135128 0.29984261  0.1369570442 0.32882151  8.53345999
## 4933431E20Rik -1.745333042 0.51479286 -0.1480148524 0.02465515  8.58387780
## Sox9           1.024490270 0.52359878  0.3317521423 1.50002699  8.63425812
## Acsm3         -1.000303030 0.28866557  0.1759491629 0.79593732  8.68455384
## 5033403H07Rik -1.054018567 0.15002176 -0.0740667814 2.99203258  8.73467646
## Mtmr4          0.385165483 0.52359878  0.0391775332 1.27114396  8.78476187
## Ppm1a         -1.113401282 0.32619623 -0.1965247342 0.33436226  8.83481815
## Pomt1         -1.643120781 0.50780365 -0.1801168014 0.03193130  8.88484018
## Atf5          -0.339609528 0.38168840 -0.3311920077 0.86993302  8.93472061
## Stat5a        -0.639155782 0.38612007 -0.1091207788 0.52266350  8.98459322
## Itsn1         -1.676619071 0.52131205 -0.0748542725 0.02827349  9.03445679
## Cnmd          -0.397225738 0.30425410  0.1188485315 1.21070438  9.08420562
## Nicn1         -0.008943771 0.20201605 -0.0309606977 1.83226902  9.13389560
## Gng12         -0.068422188 0.20681533  0.4189398830 1.84245424  9.18358027
## Sept11        -1.673351219 0.51493749 -0.1533480639 0.02908359  9.23326429
## Bach1         -1.509552654 0.43135393  0.1722961307 0.05937863  9.28293662
## Rere          -1.543309037 0.44234655  0.1108724744 0.05209616  9.33253087
## Tmem50a       -1.362685204 0.28451896  0.2380556266 0.48006182  9.38205776
## Nfkb1         -1.310180508 0.22538115 -0.0327608749 2.82678935  9.43153144
## Fam222a       -1.515763021 0.41997701  0.0856447741 0.06210339  9.48099636
## Tmem250-ps    -0.041079219 0.23196032  0.0408213524 1.70335663  9.53038785
## Sirt3         -1.171309024 0.36840316  0.0102631622 0.19117186  9.57971774
## Armc9         -0.905839088 0.16442084 -0.1203570801 2.88943321  9.62894431
## Lpin1         -0.179934462 0.52359878  0.2487985109 0.72225054  9.67807694
## S100a10       -1.237201249 0.20197959 -0.1138113028 2.92430375  9.72719922
## L2hgdh        -0.068076370 0.17151267  0.5473923683 2.04207278  9.77631290
## Helz2         -0.449382883 0.17231685 -0.0625405136 2.45162850  9.82542534
## Gmnn          -0.912789231 0.39428828  0.2520376872 0.28255563  9.87453013
## Ugp2          -0.798300626 0.12052689 -0.0017248625 2.95778634  9.92361949
## Sgpl1          0.417768371 0.52359878  0.0784850397 1.29166780  9.97265018
## Dnajb2        -0.416613965 0.39455909 -0.0070956242 0.73745066 10.02167162
## Mafb          -1.280608846 0.21277904  0.2043929980 2.89569448 10.07067566
## Rfxank        -1.266293789 0.29856236 -0.0118348092 0.38996838 10.11960776
## Mfsd13a       -1.495026080 0.37743548 -0.0730887048 0.08531119 10.16847930
## Tgm2          -1.730975434 0.51561517 -0.0204835997 0.02541465 10.21734988
## Tor3a         -1.462715712 0.29168928 -0.0489733163 0.30798290 10.26615972
## Pxmp4          0.387286444 0.52359878  0.0664035284 1.27251855 10.31483967
## A930033H14Rik -1.594794740 0.48819614  0.2257507196 0.03825229 10.36350965
## Abtb2         -0.567957356 0.52359878  0.0785615687 0.34605406 10.41216024
## Slc11a2        0.489587882 0.08726646  0.4196810270 1.97846968 10.46075873
## Bbox1         -0.697569618 0.28247380  0.0740212580 1.20836802 10.50933536
## Ddhd2         -1.024415815 0.14342854  0.1527908985 2.99465508 10.55791090
## Il11ra1       -1.358729631 0.28230600  0.0011719375 0.52556802 10.60644573
## Ube2g1        -1.522496807 0.37149905 -0.0632708581 0.08387369 10.65493711
## Acsm5         -0.265183222 0.24520534  0.2306297178 1.69089107 10.70338173
## Pxdc1         -0.831504708 0.20093312 -0.0026169358 2.63828645 10.75178574
## Ube2u         -0.370035300 0.17502028  0.0733629252 2.34084520 10.80016820
## Chic1         -1.714166754 0.51770214  0.0240931014 0.02623737 10.84851980
## Itga5         -0.845719451 0.45895922 -0.0517818141 0.23671485 10.89683546
## Mad2l2        -0.830726926 0.42553173 -0.1263053396 0.28442380 10.94503566
## Bace1         -1.207516169 0.19169625 -0.1874698647 2.94825061 10.99318931
## Gdap10        -0.919823949 0.12210755  0.1780861414 2.99917301 11.04118972
## St6galnac6    -1.452191672 0.34334439  0.0126895412 0.12790968 11.08917870
## Adarb1        -0.242580979 0.20757360  0.3920508860 1.95936875 11.13701778
## Cyp2a5        -0.370585403 0.20238460  0.4141618403 2.11921652 11.18481504
## Stx1b         -0.977676050 0.12891137 -0.1468392492 3.00557889 11.23260354
## Nrg4          -0.056605700 0.29611680  0.3900216620 1.43103506 11.28038602
## Ankrd39       -0.363164271 0.27598326 -0.0174988237 1.44958303 11.32810920
## Atp1a1        -1.373678264 0.28265659  0.2596663620 0.50381406 11.37580190
## Hook2         -1.494953691 0.37759771  0.0453169986 0.08522131 11.42348793
## Arih2         -0.639310864 0.32365802 -0.0303107524 0.82091846 11.47111956
## Foxo3         -1.068609736 0.14148089  0.2392653136 3.01196279 11.51874730
## Slco2a1       -0.016024064 0.32544040 -0.0579250279 1.34704131 11.56635495
## Mpzl1         -1.840855534 0.52118649 -0.1471636445 0.01938115 11.61395345
## Cdcp1         -0.956094503 0.28141858  0.1536535250 0.99180340 11.66150294
## Arpc2          0.029366596 0.22674528  0.5694566167 1.70480382 11.70895389
## Mocos          0.328517747 0.52359878  0.0053828427 1.23234027 11.75630104
## Cdk20         -1.200273741 0.19998388  0.0235301154 2.91428556 11.80348960
## Mcm10          0.164164044 0.52359878  0.1476207233 1.09607324 11.85066738
## Phf14         -0.096948591 0.52359878  0.3501257879 0.81760072 11.89782535
## Cmpk2         -0.347420892 0.15361772  0.0295065711 2.46427694 11.94493515
## Zcchc24       -1.352031226 0.29167218  0.1493014950 0.38966926 11.99199593
## Thra           0.992448100 0.52359878  0.7440191623 1.49462839 12.03904625
## Ypel5         -0.007714702 0.52359878  0.0764799649 0.91874779 12.08606532
## Lnx2          -0.696408014 0.37951286 -0.0465349727 0.48702093 12.13306016
## Tgfbr1        -1.057749853 0.13400956  0.0665327523 3.02073313 12.18001673
## Ppard         -1.715088443 0.52359878  0.0336277212 0.02568945 12.22697075
## Wdr89          0.270210930 0.08726646  0.2506786197 2.19197817 12.27390593
## Zbed5         -0.685124898 0.14831965  0.1284640562 2.80978701 12.32083284
## Ypel2         -1.512399051 0.25774976 -0.0387142207 2.04024733 12.36765239
## Atp2b2        -1.762792552 0.51203758  0.0324810436 0.02390133 12.41446489
## Tra2a         -0.628132619 0.33231156 -0.0187106042 0.77420828 12.46126981
## Gm37336        0.027270646 0.52359878 -0.0194078769 0.95715459 12.50806607
## Tnfaip2       -0.816404904 0.38544543 -0.1036373348 0.36739079 12.55475945
## Mitf          -1.299112191 0.23221457  0.0100852606 2.74583684 12.60145269
## Rai14         -0.560091288 0.38487611 -0.0754687369 0.60885356 12.64811488
## Pid1          -0.609660476 0.12569536 -0.0105184883 2.84412514 12.69476951
## Eps8l2        -0.315397062 0.15906762 -0.1325136251 2.39147108 12.74137226
## Rnf125        -1.419821027 0.31644918 -0.0343750469 0.19684212 12.78797324
## Litaf         -0.426790622 0.18562616  0.1257591349 2.32360833 12.83455655
## Fbxo34        -0.362791316 0.15747620  0.2276569363 2.45621069 12.88108936
## Narf          -1.007922388 0.14241248  0.1224978010 2.99101562 12.92761469
## Il4ra         -0.525281828 0.19198725 -0.0166876604 2.38357401 12.97411723
## Map7          -1.089925785 0.13922348 -0.1184594659 3.02160957 13.02060130
## Sh2b3         -0.316836932 0.09853236  0.4595037911 2.74158313 13.06707584
## Etnk2         -0.139167182 0.20836465  0.5211456757 1.87801333 13.11348844
## Vdac2         -1.680880468 0.51921000  0.1411421687 0.02818795 13.15989660
## 4930556M19Rik -1.728957848 0.51417864 -0.2153693587 0.02565408 13.20628202
## Osbpl9         0.098237571 0.11049310  0.1988642318 2.23107460 13.25264965
## Eci2          -0.210764525 0.15092848  0.0822838255 2.32567667 13.29901091
## Itpk1         -1.840613774 0.51960202 -0.0705231084 0.01949123 13.34533028
## Pknox1        -0.706010249 0.44990014  0.0243865084 0.33334974 13.39161922
## Traf3         -1.188618128 0.36239055  0.0153614702 0.19329658 13.43787810
## Ccdc66        -0.928067724 0.10635112 -0.0195976965 3.02726177 13.48413658
## Scamp1        -0.554720259 0.32373319  0.1166797645 0.91626146 13.53035674
## Gm13889       -1.393516913 0.52123063 -0.0042597238 0.05423565 13.57656285
## Ndfip1        -1.015280520 0.52359878 -0.0063572882 0.12801962 13.62275294
## Nelfa         -1.686106686 0.51448989 -0.1199899063 0.02828398 13.66893524
## Smarca4       -0.726531512 0.49923628  0.0587171915 0.26513862 13.71508945
## Steap3         0.029090400 0.52359878 -0.0220621061 0.95912586 13.76123229
## Uvrag         -1.079441084 0.14157708  0.0879572374 3.01496605 13.80734169
## Repin1        -1.641667063 0.50680384 -0.0383748275 0.03214738 13.85342708
## Lrpprc        -0.689476689 0.22581887  0.1521804237 2.19868146 13.89949341
## Abcg5         -0.525119035 0.37411266  0.0426437051 0.68595978 13.94555628
## Aqp8          -0.124518131 0.12307365  0.1282711183 2.40542342 13.99161224
## Larp1         -1.233039475 0.21204840 -0.0284601303 2.87286072 14.03764605
## Nhlrc2        -0.192858658 0.27296418  0.1429481951 1.50576033 14.08367039
## 2810021J22Rik -1.303273735 0.23984643 -0.0776407382 2.62560872 14.12964859
## Tut4          -1.055394486 0.30781700 -0.0178019312 0.49609309 14.17556793
## Pfkfb3        -1.616479948 0.43452008  0.0803119169 0.04571649 14.22147118
## Pdia4         -0.512527610 0.42173531  0.0019611733 0.55542139 14.26736110
## Ppp1r3c        0.112746936 0.21998550  0.3305425410 1.70489361 14.31323697
## Arhgap21      -1.567774476 0.42637539  0.1382742362 0.05327701 14.35911024
## Nfil3         -0.705427064 0.24512682 -0.0073544712 1.89331172 14.40498209
## Ints3         -0.182005290 0.52359878  0.1480620646 0.71988612 14.45084521
## Tmed5          0.849232356 0.52359878  0.1951749687 1.46506436 14.49670215
## Mgat1         -1.620310280 0.48459480 -0.1265119104 0.03655940 14.54252265
## Slc18b1       -1.069662178 0.14892023 -0.0111885715 2.99929889 14.58834165
## Tbck          -1.422322248 0.28315781  0.0428965373 0.44889772 14.63415371
## Zmynd8         0.148799919 0.22907055 -0.0091469975 1.66560003 14.67990405
## Rev1          -0.433079973 0.52359878  0.1188099819 0.45713017 14.72563948
## Ndel1         -1.028624834 0.13454855  0.0781079767 3.01155832 14.77134409
## Nid2           0.175330438 0.15871164  0.5295794939 1.90602250 14.81702579
## Slc38a3       -0.093202982 0.23330672  0.1992301968 1.71295360 14.86264819
## Eipr1         -1.811482908 0.51766289 -0.0365401033 0.02097469 14.90824754
## Gm2061        -0.174563210 0.15922260  0.0220038637 2.22967390 14.95383886
## Fam198a       -1.881727838 0.52084761 -0.0885168220 0.01765996 14.99941631
## Ptk6          -1.834769213 0.51731264  0.0334666521 0.01990269 15.04494405
## 1810058I24Rik -0.299470156 0.32074377  0.2682679112 1.18387642 15.09045632
## Rtn4rl1       -1.101118507 0.16763007 -0.1165980622 2.97129688 15.13596402
## Lrp4          -0.981847147 0.13192253  0.2458659571 3.00166562 15.18141337
## Cc2d1a        -1.501031234 0.37858390  0.0434933866 0.08342479 15.22680387
## Lin9          -0.882306458 0.49218073 -0.1726339616 0.19214038 15.27217046
## Fech          -1.079574656 0.30189652  0.0803659485 0.52728018 15.31753636
## Klhdc8a       -0.498246152 0.16068379  0.1069844082 2.58276882 15.36289810
## Per1          -0.700493162 0.52359878  0.1972868216 0.25973056 15.40825432
## Clmn          -1.523068054 0.49015804 -0.1042689292 0.04478839 15.45360079
## Zfp62         -1.265390533 0.20756064 -0.1876931998 2.91390458 15.49894429
## Chn2          -1.048996226 0.52359878  0.1521493764 0.11854992 15.54426736
## Pnkp          -1.202088958 0.17362738 -0.0448146040 2.99398405 15.58958207
## Grsf1         -0.758353887 0.38506441 -0.0455569559 0.41541818 15.63489192
## Mfn1          -1.346905499 0.23230221  0.1334798105 2.78242935 15.68018726
## Tex2          -1.413716090 0.29280036 -0.1797378173 0.33127764 15.72546245
## Cobll1        -0.803310884 0.35182703  0.0424383422 0.48304692 15.77066174
## Tymp          -0.300108751 0.17870141 -0.2429747851 2.23369695 15.81571800
## Anp32a        -1.063027901 0.13824885 -0.0819847163 3.01559327 15.86075733
## Abca2          0.893653106 0.52359878  0.0221588118 1.47527847 15.90579283
## Kifc3          0.541445702 0.52359878  0.2160797448 1.35846249 15.95081063
## 4930523C07Rik -1.007715077 0.33527157 -0.0289257078 0.37456623 15.99582502
## Hmgb1         -1.073975033 0.13867323  0.1814460592 3.01803347 16.04082495
## Dnm1l         -1.286644149 0.27759719 -0.1032690967 0.72254809 16.08577962
## Pnrc2         -0.810973885 0.14361874 -0.1129252037 2.90364583 16.13070310
## Pptc7         -1.390197034 0.28489406  0.2091847285 0.44840822 16.17562240
## Txndc15        0.596681767 0.08992683  0.6025542772 1.88499997 16.22048706
## Slc30a9       -1.778922208 0.52039642 -0.0567743212 0.02240779 16.26533939
## Snx10         -1.447661020 0.41777890  0.2851535450 0.07348426 16.31012503
## Amdhd2        -0.277486953 0.14572006  0.3374115695 2.43629304 16.35489708
## Ulk1          -1.378314233 0.31635950 -0.1272864818 0.21631854 16.39966557
## Aasdh          0.144632353 0.32567782 -0.0181570201 1.41435100 16.44442359
## Zmym6         -0.424719360 0.38055426 -0.0166848785 0.77649939 16.48917839
## Ggcx          -1.105169643 0.16475376 -0.1059909100 2.97945423 16.53383289
## Nt5e          -1.713224007 0.51897038 -0.0658148538 0.02618623 16.57843201
## Acot12        -1.340336956 0.29935699  0.0362917000 0.32745113 16.62302047
## Dexi          -1.148040678 0.29656720 -0.0436391476 0.51718674 16.66760520
## Fam149a       -1.150758211 0.18126116 -0.2416975164 2.95579426 16.71216010
## Eln           -1.531936659 0.26619784 -0.1679469351 1.05491360 16.75667212
## Cpt1a         -0.266851630 0.16056286  0.0592306587 2.32539414 16.80116988
## Sds           -0.955508543 0.11779663  0.1898462412 3.01723186 16.84566323
## Tfpi2         -1.349936103 0.28212212 -0.1643032787 0.53821789 16.89014554
## Cnnm3         -0.637551126 0.19572458 -0.0048045371 2.47855377 16.93459938
## Slc44a1        0.693538491 0.52359878  0.3440934435 1.42006067 16.97904413
## Smagp          0.881742509 0.52359878 -0.1064683502 1.47263943 17.02346314
## Ldb1          -1.777707165 0.52243102  0.1726639295 0.02232428 17.06783434
## Nbeal2        -0.160474481 0.52359878  0.0353650926 0.74453170 17.11206905
## Trpm7          0.258684955 0.52359878  0.1346950721 1.17878712 17.15628570
## Ap3m1          0.136223924 0.52359878  0.0352133986 1.06943482 17.20047035
## Net1          -0.903724571 0.42585189  0.0017526106 0.24187699 17.24461089
## Arhgef7       -1.426948127 0.28241295  0.0088430701 0.45818429 17.28873029
## Selenoo       -0.576195859 0.36562313  0.1064733646 0.66229794 17.33280102
## Apeh          -1.531528903 0.37767553  0.0904427576 0.07832163 17.37682267
## Chuk          -0.797017909 0.35504463 -0.0973440073 0.47618905 17.42083384
## Akr1c12       -1.412528457 0.29029928  0.1223911624 0.35757998 17.46484226
## Maff          -1.584644429 0.51564461  0.0744528270 0.03558633 17.50883418
## Paxx          -0.469916161 0.52359878 -0.0068990296 0.42441577 17.55282432
## Auh           -0.430801051 0.35483187  0.1574531217 0.87648696 17.59679975
## Gale          -0.840580860 0.19438223  0.0695226893 2.69593397 17.64077206
## Hdhd3         -1.476922767 0.30057059  0.0453702183 0.23621451 17.68472762
## Atg101        -1.487488549 0.26620075 -0.1500483698 1.09737873 17.72865849
## Stard7        -0.609111500 0.42950688  0.1748653595 0.44518260 17.77254322
## Dhfr          -0.696082183 0.36192550  0.0548827543 0.54842137 17.81640185
## Actn4         -1.744329715 0.52195310 -0.0508725315 0.02414388 17.86021891
## Amt           -0.186131018 0.15037242 -0.1962351962 2.30108214 17.90399538
## Ovca2          0.335453281 0.52359878  0.1099032322 1.23731079 17.94775917
## Hdac5         -0.645837181 0.28980540 -0.0521138082 1.14759855 17.99151848
## Paqr9          0.644671165 0.24343285  0.2717544828 1.58729427 18.03524132
## Slc7a2        -1.223980059 0.32696289  0.0098272841 0.26037540 18.07890054
## Hist1h4i      -0.317253061 0.31378267  0.0269975032 1.20931841 18.12254812
## Ncl           -1.516913638 0.37434942  0.2182427710 0.08307248 18.16618580
## Klhl21        -1.392350391 0.27393743 -0.0887780121 0.72933234 18.20981859
## Traf3ip2       0.855417704 0.52359878  0.3414626878 1.46654867 18.25341539
## Cdkn1a        -1.650623665 0.50746790  0.0937738268 0.03142055 18.29701167
## Gm17971       -1.331168104 0.28548454 -0.0407908151 0.49352767 18.34060008
## Usp2          -0.966433134 0.13576767  0.2364084964 2.98950122 18.38417013
## Susd6         -1.283290231 0.20872018  0.2233570558 2.91750651 18.42772560
## Ccdc162       -0.952206607 0.12493285 -0.1982627113 3.00449562 18.47127282
## Zfp873        -0.751394200 0.36458812 -0.1092837842 0.48388214 18.51480684
## Elk4          -1.089866325 0.16671230 -0.0459915112 2.96913595 18.55832599
## Llgl2         -1.490089359 0.38551606 -0.0724330832 0.08136688 18.60177511
## Map2k6         0.076867304 0.52359878  0.3972460480 1.00979959 18.64519709
## Xrn2          -0.558745362 0.34169678  0.1464574863 0.79770081 18.68859057
## Per3          -1.730958777 0.51293908  0.1326589255 0.02564130 18.73193510
## Zfp53         -1.365724026 0.23174633  0.1057196228 2.80275567 18.77527609
## Map3k5        -1.313651019 0.20788729  0.0850903811 2.93577281 18.81858364
## Slc22a15      -1.456466312 0.32536062 -0.1661623811 0.15823498 18.86181638
## St3gal1       -0.223601526 0.52359878  0.0348856197 0.67277308 18.90499167
## Trak1         -0.270711022 0.17330057  0.3944942607 2.24031937 18.94812040
## Bhmt          -0.928696954 0.10810115  0.0965860674 3.02480489 18.99124831
## Slc10a1       -0.419293911 0.26455782  0.0615272563 1.54327888 19.03435649
## Dmac2         -1.019722656 0.13816382  0.1768311649 3.00269297 19.07742791
## Pex19         -0.289886693 0.43711321  0.1872741429 0.76406754 19.12049818
## Kras          -0.715950572 0.33795693 -0.0973123427 0.64036554 19.16352760
## Tmem87b       -0.371826095 0.38199917  0.3103410750 0.83205125 19.20652310
## Ist1          -1.693507116 0.52359878  0.1878541520 0.02699766 19.24949998
## Pter          -1.267909136 0.20070029 -0.1550308512 2.94354902 19.29246292
## Bnip3l        -1.407601811 0.23027499 -0.0026852334 2.84641096 19.33541078
## Ppip5k1        0.085658037 0.26938462  0.0879607747 1.54734838 19.37835737
## Bhlhe41       -1.679871746 0.50742401 -0.0095421518 0.02937978 19.42126354
## 4932438A13Rik -1.039310518 0.13316153 -0.1080826688 3.01688748 19.46407581
## Szrd1          1.263038318 0.52359878  0.3955944494 1.52989093 19.50688434
## Pik3cb        -1.384818392 0.29983096  0.3074155763 0.29421909 19.54969058
## Aamp          -1.068480687 0.39960248  0.1512720941 0.19361847 19.59248203
## Stard5        -0.883362829 0.17698311  0.2806407631 2.82671327 19.63526775
## Gm16731        0.069762437 0.52359878  0.0039772946 1.00240393 19.67805344
## Gm33543       -0.021990082 0.44391645  0.3429273650 1.04396975 19.72081276
## Irf2           0.270973347 0.51370614  0.2016316329 1.19966194 19.76356813
## Rin3          -1.561094473 0.37468217  0.0525713941 0.07487571 19.80627292
## Actn1          0.117317565 0.52359878  0.1156559620 1.05087446 19.84894699
## Bckdha        -0.654846196 0.20259822  0.0294501290 2.43465593 19.89161336
## Glipr2        -1.784988458 0.52045298 -0.2542575093 0.02209305 19.93426694
## Stx7          -1.673246532 0.49788634  0.0476217182 0.03083463 19.97691051
## Ppp3ca        -0.529992833 0.44137994 -0.0209942877 0.49522880 20.01953484
## Fam126b       -0.093853106 0.52359878  0.1856500414 0.82115630 20.06210971
## Slc20a1       -0.346940869 0.20228548  0.1144104062 2.09614570 20.10467844
## Slc1a4         0.396626043 0.52359878  0.3450642134 1.27850577 20.14721704
## Dus2          -1.032450986 0.13145855 -0.0513907867 3.01761445 20.18973838
## Tcta          -1.054543635 0.32402358  0.0168271028 0.38951938 20.23223909
## March5        -0.908749248 0.32065002 -0.0161164793 0.54359433 20.27472723
## Gtf3c5        -0.623281701 0.41939608  0.0798432208 0.45318772 20.31715531
## Gm37824       -1.722678978 0.51635272 -0.0936257637 0.02584200 20.35953707
## Tmco4         -1.085374175 0.14939235  0.2228802272 3.00344618 20.40190190
## V12448        -1.343497939 0.52359878  0.1779911230 0.06038270 20.44424173
## Xdh           -1.646331479 0.26646794  0.2449285839 0.90655034 20.48655674
## Plcb3         -1.021188254 0.12049306  0.0714731202 3.03081973 20.52886759
## 1810055G02Rik  0.508793372 0.52359878  0.1872366706 1.34243359 20.57116504
## D930048N14Rik  0.245682286 0.52359878  0.0520904961 1.16810440 20.61346128
## Alkbh7        -1.067932882 0.14923432 -0.0373092979 2.99815585 20.65575441
## Gfod1         -1.449885435 0.29987567  0.0836203430 0.25489647 20.69800592
## Plekha1       -0.467848565 0.36853967 -0.1027235960 0.77357747 20.74023757
## Zfp454         0.565229702 0.15703386  0.3429313032 1.71501198 20.78240154
## Cyp46a1        0.753856509 0.52359878  0.3896173909 1.43936648 20.82456388
## Gm32281       -0.570216756 0.45804493  0.0363716231 0.42842954 20.86667225
## Hhipl1         0.708007931 0.52359878  0.2903485252 1.42492909 20.90877912
## Slc39a14      -1.566727423 0.43646530  0.1270240826 0.05077142 20.95085659
## Uros          -0.014669203 0.21937819  0.0567838787 1.75257572 20.99291620
## Fdx1          -1.443292136 0.28780960  0.2140692758 0.36301736 21.03496128
## Cdh1           0.333160643 0.52359878  0.0485463866 1.23567459 21.07699455
## Acnat1        -0.315678078 0.08726646 -0.0949282809 2.79377020 21.11899855
## Magee1        -0.881566546 0.08726646  0.2033206888 3.04339623 21.16099795
## Plcg1         -1.774526313 0.52084578  0.1657568944 0.02260295 21.20291040
## Tfcp2         -0.977404125 0.14367085 -0.1725505028 2.97763445 21.24481676
## Ralgapa2      -0.385369103 0.52359878  0.0178846974 0.50207250 21.28672070
## Rhbdd2        -1.347832911 0.27376551  0.2662761126 0.78744605 21.32856365
## Tmtc2         -1.671617065 0.26653488  0.1130689614 0.87116247 21.37038396
## Sdr9c7         0.018959788 0.27020306 -0.1772215748 1.54055495 21.41213313
## Trappc8       -1.229590153 0.22368471 -0.2280255298 2.78452476 21.45385899
## Tox            0.182090251 0.16914237  0.5109350681 1.85899567 21.49556568
## Hacl1         -0.376211232 0.35231004  0.0156635195 0.94906380 21.53724455
## Nptn          -1.506905731 0.39385734  0.0589442078 0.07399411 21.57888831
## Cep44         -1.427606358 0.27426920 -0.0732891137 0.67631286 21.62046301
## Decr2         -0.871559306 0.12253222  0.0462956054 2.98185085 21.66202234
## Fnbp1l        -1.053276136 0.13960397 -0.1672942854 3.01052742 21.70354187
## Fads2          1.327257826 0.52359878  0.6416251934 1.53550865 21.74503022
## Stx2          -1.788069652 0.52081444  0.0008482123 0.02191139 21.78641140
## Ttf1          -0.766377074 0.39167928 -0.0279546057 0.39233653 21.82773650
## Rnf13         -1.063896769 0.33086022  0.0957485399 0.35028380 21.86904270
## Eif4e2        -1.083345777 0.14721155  0.0385747705 3.00667313 21.91030266
## Pim3          -0.075222533 0.52359878  0.2532337153 0.84251145 21.95155318
## Slc25a11       0.291982157 0.47714556  0.5554387718 1.25640587 21.99275303
## Ppat          -0.928634028 0.13007357  0.2019722648 2.98732566 22.03394727
## Cdpf1         -0.574825646 0.39476692  0.1394540589 0.56234147 22.07513984
## 2210408F21Rik -1.416311099 0.30583662  0.0816651179 0.24086452 22.11632892
## Nelfb         -0.065788631 0.21738927  0.0380466338 1.78499957 22.15750057
## Lpin2         -0.639439152 0.52359878  0.1585902492 0.29680936 22.19862716
## Nsmf          -1.160399815 0.15591255 -0.2358850955 3.01470441 22.23975124
## Ttll12        -1.752325770 0.52359878 -0.0224018716 0.02357938 22.28087269
## Tbc1d20       -1.277880996 0.30363536 -0.1082402032 0.34062111 22.32198156
## Fgf11          0.153902101 0.29399809  0.1292795051 1.48941040 22.36307442
## Capn2         -0.800376838 0.13611849 -0.1942051562 2.91963944 22.40416468
## Mal2          -0.157907454 0.52359878  0.1001642707 0.74747793 22.44520676
## Ptpn9         -0.570708109 0.52359878 -0.0724216804 0.34403798 22.48624521
## Adipor1       -1.403129018 0.29772284  0.2342828419 0.29744540 22.52724013
## BC004004      -0.152715877 0.22635715 -0.2046596457 1.77538614 22.56813791
## Supv3l1       -1.722959582 0.51244703  0.2169252434 0.02616050 22.60901888
## Cul2           0.367956314 0.30793398  0.0146554397 1.50104048 22.64989601
## Wnt5a         -1.222655807 0.23673233  0.0297026850 2.60557859 22.69074617
## Zc4h2         -0.204553023 0.18176539  0.0054417671 2.10931158 22.73154231
## Hist2h2be     -0.611157706 0.35688569  0.0556142585 0.66096161 22.77233301
## 2310015A10Rik -1.867091753 0.52011518  0.0345460513 0.01830828 22.81308041
## Nags           0.455846771 0.34608068  0.2153874541 1.47214245 22.85380041
## Psmb10        -1.448588086 0.29030013  0.3943489803 0.33119632 22.89450718
## Cyb561a3       0.526306397 0.08726646  0.3979004363 1.94858894 22.93520215
## Rnf141         1.316654167 0.52359878  0.4066784007 1.53463721 22.97580904
## Erlec1        -0.281030277 0.31937970  0.2127010552 1.20571478 23.01635013
## Gtf2h3        -0.694740356 0.31137876  0.2310111599 0.85876620 23.05688682
## Gm20634        0.362108236 0.52359878  0.0207539802 1.25583970 23.09739947
## Rnf169         0.297948630 0.52359878  0.2446521912 1.20968678 23.13789135
## Polr3k        -0.881002660 0.31541152 -0.0203500773 0.61200072 23.17835967
## Baat          -1.455888619 0.33710471 -0.0472679748 0.13614353 23.21879158
## Atp6v1c1       0.113589335 0.27069402  0.1348049842 1.54507580 23.25917889
## Insc          -1.358830305 0.29077360 -0.0020702841 0.39440972 23.29953679
## Pck1          -1.187944487 0.21210179  0.0279364604 2.84473455 23.33980294
## Klf10         -0.626108040 0.13000095  0.0148006718 2.83935485 23.38006512
## Mapk15        -1.139315734 0.15662795 -0.2028002923 3.00718990 23.42032147
## Zfp879        -0.657860642 0.11646325  0.0651864177 2.90239091 23.46052762
## Ak4            0.026084749 0.24310159  0.4276769277 1.64052652 23.50072458
## Fbxo31         0.238466562 0.52359878  0.1492279932 1.16207949 23.54091438
## Zdhhc20       -0.641273951 0.37067812  0.0887930402 0.57198601 23.58108794
## Vdac1         -0.067655621 0.29424238  0.4718198168 1.43481118 23.62123802
## Gm48878       -1.101914024 0.15335775 -0.2154858965 3.00146428 23.66136262
## Ppm1b          0.684644487 0.52359878  0.1939550756 1.41699037 23.70148129
## Cluh          -1.422714588 0.29774688 -0.0807015941 0.28487276 23.74158575
## Zbtb21         0.207712771 0.52359878  0.1104108795 1.13563061 23.78162032
## Gclc          -0.850629440 0.36209180 -0.1546837922 0.40388210 23.82160341
## Lcn12         -0.838445360 0.21340178  0.0161204870 2.52766983 23.86155756
## Trmt9b        -1.397093488 0.30734978 -0.1751890962 0.24383243 23.90150352
## Snx33         -1.505158063 0.27361388  0.0953676431 0.61590265 23.94143177
## Cdk18         -1.794845587 0.52170219  0.1765658657 0.02151086 23.98135343
## 4833420G17Rik -1.018131907 0.14268476 -0.0024653869 2.99395199 24.02127233
## Cxadr         -0.527878875 0.17996591  0.0713703355 2.48352453 24.06116804
## Phldb3        -1.091924427 0.40310297 -0.0038804401 0.17982993 24.10104494
## Slc2a5        -1.227376998 0.20784080  0.0982674252 2.89247189 24.14088527
## Kpnb1         -1.714352093 0.52307634 -0.0142448345 0.02577587 24.18068891
## Mcoln1        -1.495568397 0.34332156  0.1546253650 0.11589450 24.22046512
## N4bp2l1        1.118297333 0.35558607  0.3765754526 1.54711665 24.26022415
## Zfp41         -0.790137776 0.09168086  0.0484716777 3.01288178 24.29997860
## Zfp36l1       -0.741008434 0.08726646  0.1484998233 3.00626385 24.33971188
## Il15ra         0.865865900 0.52359878  0.2582618591 1.46900943 24.37943702
## Rab11fip4     -1.111792418 0.18917971 -0.2189197303 2.91190515 24.41916094
## Nr2f6         -0.951765200 0.11448618 -0.1842966878 3.02133121 24.45888422
## Cast          -1.422372084 0.33761757  0.0489794810 0.14603151 24.49851675
## Gch1          -0.647134951 0.37632746 -0.0199764993 0.54598170 24.53814907
## Nat10         -1.061630781 0.41701334 -0.0027786187 0.17791820 24.57767422
## Prpsap2       -0.286550718 0.31432289  0.1289032653 1.22908128 24.61717350
## Sco2          -0.426523430 0.16986632 -0.1496865954 2.44329130 24.65665912
## Mfsd2a         1.012088204 0.52359878  0.4167186637 1.49798405 24.69613259
## Kansl3        -1.722209712 0.51492541 -0.0873137328 0.02599151 24.73560087
## Rpusd4        -0.957000820 0.11165496  0.0038472639 3.02698286 24.77506672
## Pcbp2         -1.154758854 0.16604860 -0.0154519199 2.99406404 24.81453042
## Syt11         -0.417045542 0.38185374  0.1147086765 0.78058623 24.85398452
## Gimap9        -1.459801006 0.29903855 -0.1085160411 0.25443209 24.89343041
## Mfsd4b1       -0.821662280 0.33745854  0.0486515049 0.53125168 24.93283608
## Zkscan3       -0.685093852 0.42147293 -0.1380959618 0.39565752 24.97223868
## Rcor1         -1.165415120 0.21639135 -0.1586499322 2.79911716 25.01163990
##                     SWrc  Phase_Circ    loggamma      Damped
## Pnkd          0.16910910 4.124097687 -1.34227711 Underdamped
## Tjp3          0.11518499 1.992405154 -3.83886677 Underdamped
## Dtx4          0.13630111 4.366781733 -2.00054880 Underdamped
## Cgn           0.19444935 3.430244467 -0.52612044 Underdamped
## Lrfn3         0.08869365 3.926400687 -0.11081156  Overdamped
## Arntl         0.10447089 4.594899086 -2.12388402 Underdamped
## Tubb2a        0.13601506 1.922103556 -4.04697646 Underdamped
## Caprin1       0.12588503 4.947853090 -3.63283712 Underdamped
## Chka          0.02266094 5.069379982 -3.25382461 Underdamped
## Elovl3        0.19710294 3.885986742 -1.12655181 Underdamped
## Mthfr         0.08305101 3.346295730  0.62514604  Overdamped
## Anxa7         0.33889245 0.338511289 -0.73713649 Underdamped
## Mreg          0.06612271 4.949095436 -3.09539793 Underdamped
## Trim2         0.18140117 2.809737081 -3.66210998 Underdamped
## Clpx          0.15585310 4.389453823 -2.32113993 Underdamped
## Lgalsl        0.07554803 2.291203045 -3.55874842 Underdamped
## Cldn1         0.10823179 3.516200930 -0.78564290 Underdamped
## St5           0.19143435 2.062097922 -3.96939367 Underdamped
## Lasp1         0.09555304 4.700245272 -2.55854442 Underdamped
## Dpp9          0.31960809 2.664297119 -0.35947109 Underdamped
## Tmie          0.10982112 2.087553062 -4.13614736 Underdamped
## Gpcpd1        0.19636037 5.477745665 -3.67791253 Underdamped
## Mical2        0.08200869 4.926053911 -2.73267017 Underdamped
## Gys2          0.16968276 1.348466231 -3.51194468 Underdamped
## Spsb3         0.12563315 2.152684079 -3.80169053 Underdamped
## Pnp           0.36526814 3.805430542 -1.19675187 Underdamped
## Coq8a         0.09301424 3.239392700  1.28578513  Overdamped
## Asap2         0.05619911 4.601977309 -2.74421038 Underdamped
## Ap2a2         0.11867670 2.080950680 -3.78413167 Underdamped
## Coq10b        0.18772552 5.336130457 -3.68940419 Underdamped
## Psen2         0.27581403 2.171159446 -3.70425083 Underdamped
## Slc30a10      0.10498769 4.770894014 -3.53280882 Underdamped
## Fam76a        0.16647188 5.745093870 -0.49244832 Underdamped
## Blcap         0.08364048 4.376009035 -1.79354235 Underdamped
## Avpr1a        0.02698451 4.768673235 -3.58780158 Underdamped
## Nek4          0.06308357 4.952652905 -3.54037338 Underdamped
## Tjp2          0.16832678 2.053709325 -4.17698306 Underdamped
## Sumo3         0.10703070 4.712564951 -2.55158773 Underdamped
## Slc34a2       0.21453560 2.777512554 -3.57768863 Underdamped
## Insig2        0.16683192 4.016870455 -1.41472803 Underdamped
## Dapk1         0.18209288 2.108260695 -3.97300701 Underdamped
## Gm14097       0.24129605 5.150723201 -3.71129189 Underdamped
## Arhgef19      0.05346126 2.269124998 -3.01014045 Underdamped
## Upp2          0.12606082 6.214851822  0.83292543  Overdamped
## Klf13         0.15368567 1.412852759 -3.69699332 Underdamped
## Gm31508       0.14827943 1.837516524 -4.18834381 Underdamped
## Dnmt3b        0.07031428 5.010070266 -2.81974648 Underdamped
## Crip2         0.10235700 4.872714724 -3.57114782 Underdamped
## Bri3          0.08681043 0.820095380  0.02429127  Overdamped
## Selenoi       0.02140746 4.951976452 -3.55502652 Underdamped
## Gne           0.08882436 0.455504406  2.21272076  Overdamped
## Leo1          0.05330992 5.080277678 -2.76339810 Underdamped
## Ncoa5         0.22446917 3.405274910  0.40355423  Overdamped
## S1pr1         0.12804001 4.671889720 -3.62716882 Underdamped
## Fam89a        0.09918808 4.903325058 -2.73927489 Underdamped
## Tars          0.04920780 4.966100432 -3.56822145 Underdamped
## Slc5a6        0.06535160 1.883926493 -3.18511155 Underdamped
## Stra6l        0.02236045 4.724931923 -3.61699506 Underdamped
## Gramd4        0.22504969 2.168301436 -4.13098627 Underdamped
## Clock         0.20169854 4.882660841 -3.75745627 Underdamped
## Grem2         0.09572164 5.375751755 -3.62479624 Underdamped
## Efnb1         0.29265694 2.707441016 -3.77195298 Underdamped
## A530001N23Rik 0.09311352 2.375174029 -1.68357260 Underdamped
## Ciart         0.11255763 1.363143772 -2.59846332 Underdamped
## Pdk4          0.12983890 3.240514302  0.49985864  Overdamped
## Nectin1       0.12716693 4.580763158 -1.74300906 Underdamped
## Fgfrl1        0.33506121 0.298391562  0.33150464  Overdamped
## Grk5          0.09456489 3.477910952  1.65190709  Overdamped
## Fpgs          0.04979598 5.236519965 -3.48823903 Underdamped
## P2ry2         0.08851604 2.062209136 -3.45384550 Underdamped
## Pde9a         0.19428879 1.936351890 -4.17060091 Underdamped
## Zranb1        0.20859926 4.973801526 -3.62572019 Underdamped
## Gldc          0.22684094 2.455642101 -3.61083194 Underdamped
## Slc2a2        0.36348428 1.230336407 -1.29627315 Underdamped
## Npas2         0.06013257 3.712168165 -0.77708214  Overdamped
## Diaph1        0.24826992 3.139304389 -3.84029787 Underdamped
## Sept9         0.22956119 2.241433394 -4.15824008 Underdamped
## Slc16a1       0.18557933 2.442100318 -0.96066134 Underdamped
## Timm17a       0.35769028 5.368410524 -1.41807144 Underdamped
## Bnip3         0.06484837 5.379986919 -0.73269512 Underdamped
## Por           0.04531192 6.266373688  2.80838886  Overdamped
## Prkaca        0.14331601 3.410064748  1.08279555  Overdamped
## Rgs16         0.09197340 5.550059674 -3.11415393 Underdamped
## Cyp2e1        0.29614593 5.494779757 -2.99745131 Underdamped
## Ak2           0.12051854 5.151631572 -3.68857123 Underdamped
## Pnpla2        0.17092351 5.692526593 -3.69178642 Underdamped
## Sf3b1         0.18111447 5.374760037 -3.94058068 Underdamped
## Spon2         0.07037413 4.676604120 -3.59388862 Underdamped
## Adprh         0.16020812 2.156297085 -3.95724970 Underdamped
## Ddc           0.33696968 3.521319759 -0.36868620 Underdamped
## Uri1          0.38450981 5.747034026 -1.29489072 Underdamped
## Wrap73        0.17414747 2.076095246 -3.64364400 Underdamped
## Loxl4         0.21872438 4.813782957 -3.69161915 Underdamped
## Tspan14       0.18583167 2.207397061 -2.26905536 Underdamped
## Pi4k2a        0.20531418 2.017952738 -3.95368671 Underdamped
## Serpina6      0.19812272 0.418624400  0.09732113  Overdamped
## Szt2          0.26672228 2.492026549 -1.16308889 Underdamped
## Sigmar1       0.21929863 4.668466277 -3.74335179 Underdamped
## Uox           0.12280055 0.968454580 -1.07095625 Underdamped
## Ddhd1         0.11365656 5.200803523 -3.62993798 Underdamped
## Dhrs9         0.24849659 1.950779431 -1.86718077 Underdamped
## Dhrs3         0.18573835 4.218505011 -1.95970459 Underdamped
## Klhdc7b       0.07924294 5.126005555 -3.49742028 Underdamped
## Afg3l2        0.26116391 5.893669965 -1.27037393 Underdamped
## Leap2         0.20687945 4.515225539 -3.69642104 Underdamped
## Pnrc1         0.19658574 4.711822302 -1.94586529 Underdamped
## 1700001L05Rik 0.16150516 5.616352989 -3.57301384 Underdamped
## Dbp           0.14025091 5.411653245 -3.85019054 Underdamped
## Gm11843       0.33530906 3.920056722 -0.57371553  Overdamped
## Srms          0.37075794 2.711878443 -1.53770808 Underdamped
## Ethe1         0.12596251 4.418680774 -3.65994433 Underdamped
## Appl1         0.13700753 2.029345816 -3.87208654 Underdamped
## Srgap3        0.17619751 4.464147223 -2.02394397 Underdamped
## Ubqln1        0.26130304 2.395630451 -0.75595619 Underdamped
## Wrnip1        0.31336396 4.162085257 -1.19477938 Underdamped
## Tada3         0.45553001 3.279575454 -0.36857679 Underdamped
## Nr1d2         0.14585148 5.484454443 -3.75579571 Underdamped
## Rnf145        0.37663235 6.103163621 -1.09329021 Underdamped
## B3gat3        0.33317832 3.746254419 -1.48182443 Underdamped
## Igfbp4        0.07735802 1.180859185 -2.11694014 Underdamped
## Med24         0.12834409 2.099388645 -2.20674622 Underdamped
## Hsd3b7        0.06238201 4.995949462 -3.31956681 Underdamped
## Ccne1         0.16546813 5.014881163 -3.64605535 Underdamped
## Commd7        0.34106612 1.780734810 -3.73991009 Underdamped
## Slc19a1       0.12708821 1.532202427 -3.79068367 Underdamped
## Nedd4l        0.25106473 3.135294726  0.21090995  Overdamped
## Palld         0.11915403 2.616977622 -2.17003173 Underdamped
## Pdgfc         0.19287231 2.315581943 -3.65083909 Underdamped
## Rnf144a       0.25783852 2.366606848 -3.80090855 Underdamped
## Atp6v1e1      0.12571631 5.390341028 -3.89800555 Underdamped
## Smarcd1       0.06749212 3.650820949  1.81093804  Overdamped
## Ggct          0.12646945 5.079327325 -3.24615437 Underdamped
## Mfsd4b3       0.23507121 3.082976100 -0.18617814  Overdamped
## Slc6a9        0.04665135 1.709496691 -3.68650387 Underdamped
## Rtp3          0.19716489 4.345452958 -0.93410816  Overdamped
## Ngef          0.09422646 1.600150377 -3.61678415 Underdamped
## Tef           0.16104702 5.050964764 -3.84822586 Underdamped
## Slc38a2       0.14655010 0.019686429  0.34999872  Overdamped
## Stk35         0.24512434 1.068372134 -3.83265608 Underdamped
## Tcf25         0.22774554 5.414653421 -2.78303494 Underdamped
## Slc1a2        0.22965785 1.536071731 -3.82075595 Underdamped
## Ptpa          0.13245256 5.374950845 -3.67579645 Underdamped
## Lrp5          0.31964468 2.359426243 -3.75640044 Underdamped
## Gfod2         0.52219346 3.288896840 -1.15103841 Underdamped
## Efhd2         0.04603603 1.476207020 -3.57805863 Underdamped
## Rab32         0.13717870 1.716896993 -3.39616261 Underdamped
## Pcsk4         0.19463328 0.769898062 -0.34571706  Overdamped
## Leprotl1      0.10975252 2.128178166 -3.80259491 Underdamped
## Sec14l2       0.16883520 2.253030357 -4.16250674 Underdamped
## Osbpl1a       0.17585470 5.790960428 -2.36067151 Underdamped
## Enpp2         0.64568351 0.684419257 -1.92053689 Underdamped
## Mia2          0.50600028 5.014052758 -3.58100748 Underdamped
## 4933431E20Rik 0.18879573 1.920143782 -3.98962133 Underdamped
## Sox9          0.11519231 3.462524502  2.40509362  Overdamped
## Acsm3         0.51099147 5.510840398 -2.85262211 Underdamped
## 5033403H07Rik 0.09506409 4.829643644 -3.63079516 Underdamped
## Mtmr4         0.22079518 3.444949751  0.93299390  Overdamped
## Ppm1a         0.25971591 5.619519515 -2.99081017 Underdamped
## Pomt1         0.14698169 2.095245476 -3.76793866 Underdamped
## Atf5          0.23446907 2.270344436 -1.05198338 Underdamped
## Stat5a        0.17970722 2.590025994 -1.73017030 Underdamped
## Itsn1         0.18398479 2.035233825 -3.81881736 Underdamped
## Cnmd          0.44582912 6.144892312 -1.41139097 Underdamped
## Nicn1         0.22721205 3.827486751 -0.92685473 Underdamped
## Gng12         0.37116141 1.018130789 -1.04032976 Underdamped
## Sept11        0.21943203 1.919009206 -3.82359615 Underdamped
## Bach1         0.14094143 5.156314862 -3.62355260 Underdamped
## Rere          0.12315241 5.622388978 -3.67611487 Underdamped
## Tmem50a       0.33798775 5.646158900 -3.70150685 Underdamped
## Nfkb1         0.27417955 4.909952584 -3.81361721 Underdamped
## Fam222a       0.11691376 2.448686614 -3.66458147 Underdamped
## Tmem250-ps    0.26585098 4.170422451 -0.86263018 Underdamped
## Sirt3         0.17565197 5.372525568 -3.00246892 Underdamped
## Armc9         0.16744372 4.914034134 -3.19795042 Underdamped
## Lpin1         0.18035058 5.693461106 -0.36819681 Underdamped
## S100a10       0.12517791 4.456649324 -3.75520260 Underdamped
## L2hgdh        0.38934497 0.967623221 -1.22670261 Underdamped
## Helz2         0.22865156 4.411224657 -2.10001552 Underdamped
## Gmnn          0.31310180 5.090334674 -2.33930065 Underdamped
## Ugp2          0.02040583 2.326488779 -3.26089032 Underdamped
## Sgpl1         0.16787222 3.391836720  1.00806482  Overdamped
## Dnajb2        0.54495547 3.149434868 -1.19612830 Underdamped
## Mafb          0.23011026 1.522515208 -3.80306467 Underdamped
## Rfxank        0.29409092 2.168735777 -3.43137848 Underdamped
## Mfsd13a       0.14504807 1.926335142 -3.72363322 Underdamped
## Tgm2          0.16470869 2.136109069 -3.95496564 Underdamped
## Tor3a         0.32198534 2.833350109 -3.90694637 Underdamped
## Pxmp4         0.28428808 3.508369669  0.93787759  Overdamped
## A930033H14Rik 0.09589578 4.878330017 -3.69604144 Underdamped
## Abtb2         0.18709696 2.696636352 -1.26165254 Underdamped
## Slc11a2       0.06850213 4.195276909 -0.61832411  Overdamped
## Bbox1         0.65759026 0.343998795 -2.17723572 Underdamped
## Ddhd2         0.08590605 1.572785068 -3.60757572 Underdamped
## Il11ra1       0.48048528 2.386918129 -3.70020711 Underdamped
## Ube2g1        0.15346255 5.095701030 -3.80274025 Underdamped
## Acsm5         0.41392477 1.378867688 -1.32311904 Underdamped
## Pxdc1         0.17917741 4.751820149 -2.82624635 Underdamped
## Ube2u         0.22360819 4.479546980 -1.90174403 Underdamped
## Chic1         0.20033655 2.159999377 -3.91222285 Underdamped
## Itga5         0.11556464 2.521795843 -2.03298774 Underdamped
## Mad2l2        0.09267642 1.974582978 -2.07408802 Underdamped
## Bace1         0.13528586 4.971356405 -3.73910476 Underdamped
## Gdap10        0.06019261 1.634072592 -3.52767879 Underdamped
## St6galnac6    0.20394311 2.434610608 -3.71966899 Underdamped
## Adarb1        0.39533755 0.832219324 -1.43768545 Underdamped
## Cyp2a5        0.25602745 0.671468745 -1.75774269 Underdamped
## Stx1b         0.07227139 4.757799811 -3.60666530 Underdamped
## Nrg4          0.22222623 6.046734357 -0.65419357 Underdamped
## Ankrd39       0.30466761 3.534978384 -1.43048451 Underdamped
## Atp1a1        0.43443664 4.769072567 -3.73338648 Underdamped
## Hook2         0.11229177 5.406295761 -3.72303682 Underdamped
## Arih2         0.53376628 6.237428443 -1.90698830 Underdamped
## Foxo3         0.08189730 1.747777333 -3.72300832 Underdamped
## Slco2a1       0.32888401 3.487730807 -0.46632554 Underdamped
## Mpzl1         0.18743635 1.855179461 -4.19722669 Underdamped
## Cdcp1         0.33801810 3.222136202 -2.77625387 Underdamped
## Arpc2         0.38555965 0.623968717 -0.72316173  Overdamped
## Mocos         0.17686552 3.131123861  0.80255766  Overdamped
## Cdk20         0.13678445 5.112871711 -3.68010374 Underdamped
## Mcm10         0.20842141 0.052324617  0.42411928  Overdamped
## Phf14         0.45978847 5.364029736 -0.17711478 Underdamped
## Cmpk2         0.26410842 4.384535189 -1.98010708 Underdamped
## Zcchc24       0.39146294 5.219715590 -3.65214453 Underdamped
## Thra          0.19314321 3.348338691  2.33131380  Overdamped
## Ypel5         0.16877582 6.090632999  0.02835384 Underdamped
## Lnx2          0.20327549 2.742439508 -1.87925832 Underdamped
## Tgfbr1        0.09267291 1.977387152 -3.75225597 Underdamped
## Ppard         0.23655019 2.253063775 -3.90301948 Underdamped
## Wdr89         0.15518177 4.498496671 -1.12345821  Overdamped
## Zbed5         0.11971086 1.842495545 -2.79279670 Underdamped
## Ypel2         0.62468127 5.846261712 -4.14504641 Underdamped
## Atp2b2        0.25720602 2.262703380 -4.03518993 Underdamped
## Tra2a         0.52272455 2.591320823 -1.85486393 Underdamped
## Gm37336       0.15225317 3.170992483  0.10891058  Overdamped
## Tnfaip2       0.25870915 2.391795567 -2.14005023 Underdamped
## Mitf          0.21211209 5.236088365 -3.75826267 Underdamped
## Rai14         0.37110064 1.989449354 -1.55134446 Underdamped
## Pid1          0.07229803 4.630098911 -2.78454203 Underdamped
## Eps8l2        0.24785688 4.042615073 -1.87150728 Underdamped
## Rnf125        0.24032123 2.277040925 -3.72670417 Underdamped
## Litaf         0.19887473 4.942478161 -1.97359507 Underdamped
## Fbxo34        0.27137852 1.750996993 -1.99069162 Underdamped
## Narf          0.08320727 2.180630207 -3.57670750 Underdamped
## Il4ra         0.29076680 4.544788689 -2.16668523 Underdamped
## Map7          0.07860416 4.695480588 -3.78817455 Underdamped
## Sh2b3         0.09473097 1.397986505 -2.35376710 Underdamped
## Etnk2         0.37066505 0.643807516 -1.19576270 Underdamped
## Vdac2         0.20988130 5.151865509 -3.83266997 Underdamped
## 4930556M19Rik 0.17444595 1.775992572 -3.95310991 Underdamped
## Osbpl9        0.13984818 1.114295566 -1.28345470  Overdamped
## Eci2          0.22359596 1.221329255 -1.68310525 Underdamped
## Itpk1         0.23309865 2.194071322 -4.19971476 Underdamped
## Pknox1        0.27047960 2.293426470 -1.73123112 Underdamped
## Traf3         0.28646709 2.205625405 -3.05877998 Underdamped
## Ccdc66        0.05189988 4.877574063 -3.68481695 Underdamped
## Scamp1        0.39833688 0.213876492 -1.71197902 Underdamped
## Gm13889       0.19411715 2.023268901 -3.16710675 Underdamped
## Ndfip1        0.08358288 5.420140500 -2.29165219 Underdamped
## Nelfa         0.13837613 2.239292935 -3.85383632 Underdamped
## Smarca4       0.25649194 2.421341914 -1.67442925 Underdamped
## Steap3        0.21932979 2.989532952  0.11310072  Overdamped
## Uvrag         0.06378501 1.560073974 -3.74726872 Underdamped
## Repin1        0.13621019 1.835310799 -3.76656218 Underdamped
## Lrpprc        0.17829194 0.809779122 -2.38245361 Underdamped
## Abcg5         0.53804180 6.171829462 -1.49918239 Underdamped
## Aqp8          0.13780643 4.291806041 -1.68853873 Underdamped
## Larp1         0.12329596 5.009511580 -3.69697187 Underdamped
## Nhlrc2        0.31339344 0.170768046 -1.04934100 Underdamped
## 2810021J22Rik 0.29399662 4.106985526 -3.73550793 Underdamped
## Tut4          0.55731529 5.353424205 -2.91523825 Underdamped
## Pfkfb3        0.18560313 5.258051070 -3.86244856 Underdamped
## Pdia4         0.46870665 2.264198632 -1.35036863 Underdamped
## Ppp1r3c       0.24211734 3.561031875 -0.56143705  Overdamped
## Arhgap21      0.15756657 5.071019982 -3.76922209 Underdamped
## Nfil3         0.27899872 4.434064991 -2.33713823 Underdamped
## Ints3         0.50067237 2.985394407 -0.37296507 Underdamped
## Tmed5         0.15812170 0.230860114  2.00154736  Overdamped
## Mgat1         0.16944674 1.918996060 -3.76219731 Underdamped
## Slc18b1       0.06833412 5.080245460 -3.67418550 Underdamped
## Tbck          0.33230725 2.991640250 -3.84362172 Underdamped
## Zmynd8        0.32912646 3.560178244 -0.43795357  Overdamped
## Rev1          0.18194224 5.177973919 -0.95108589 Underdamped
## Ndel1         0.07878686 1.683645234 -3.68117919 Underdamped
## Nid2          0.22991447 3.925136709 -0.74380590  Overdamped
## Slc38a3       0.24353308 1.291458836 -0.97686190 Underdamped
## Eipr1         0.23978319 2.223018686 -4.13637740 Underdamped
## Gm2061        0.13479607 4.211071603 -1.54625150 Underdamped
## Fam198a       0.18267841 1.823988995 -4.29198907 Underdamped
## Ptk6          0.24233726 2.144461681 -4.19067293 Underdamped
## 1810058I24Rik 0.55557570 0.039406903 -1.13352103 Underdamped
## Rtn4rl1       0.11643556 4.844871568 -3.62826757 Underdamped
## Lrp4          0.04742758 1.495511641 -3.59317986 Underdamped
## Cc2d1a        0.10620822 2.115983646 -3.73442253 Underdamped
## Lin9          0.18354255 5.488925334 -2.04734782 Underdamped
## Fech          0.56265561 5.584591446 -2.99033630 Underdamped
## Klhdc8a       0.19381854 4.762606279 -2.28242388 Underdamped
## Per1          0.17474660 5.154217692 -1.56682752 Underdamped
## Clmn          0.07397062 5.676216628 -3.52687403 Underdamped
## Zfp62         0.14506354 4.422921904 -3.79285396 Underdamped
## Chn2          0.15038686 4.984852716 -2.36928548 Underdamped
## Pnkp          0.10710053 4.731903929 -3.82560873 Underdamped
## Grsf1         0.41591022 5.537798774 -2.00737183 Underdamped
## Mfn1          0.24850904 1.321756302 -3.86793348 Underdamped
## Tex2          0.37812726 2.462752795 -3.79031868 Underdamped
## Cobll1        0.43061010 5.737398553 -2.20116010 Underdamped
## Tymp          0.18374565 3.750663051 -1.71991774 Underdamped
## Anp32a        0.11114051 4.990038933 -3.73326498 Underdamped
## Abca2         0.09201146 3.111006796  2.10382992  Overdamped
## Kifc3         0.11818523 3.633303701  1.29284240  Overdamped
## 4930523C07Rik 0.30190353 5.629761470 -2.72001696 Underdamped
## Hmgb1         0.10784015 1.795434173 -3.75540671 Underdamped
## Dnm1l         0.51615952 1.896221947 -3.55104464 Underdamped
## Pnrc2         0.12898736 4.895052813 -3.11478230 Underdamped
## Pptc7         0.50306836 4.791901805 -3.76353768 Underdamped
## Txndc15       0.19162566 3.884643272 -0.34170123  Overdamped
## Slc30a9       0.25051143 5.347180209 -4.05613699 Underdamped
## Snx10         0.13330722 5.040144524 -3.51301844 Underdamped
## Amdhd2        0.24701582 1.611235141 -1.87185804 Underdamped
## Ulk1          0.21573773 5.837298106 -3.63141467 Underdamped
## Aasdh         0.32949010 3.173480919 -0.09567118  Overdamped
## Zmym6         0.62479787 2.630612260 -1.25093180 Underdamped
## Ggcx          0.08965847 4.824401358 -3.65490326 Underdamped
## Nt5e          0.18660504 2.205626274 -3.90760534 Underdamped
## Acot12        0.49007402 5.462198243 -3.59921117 Underdamped
## Dexi          0.47675323 2.522588238 -3.16579560 Underdamped
## Fam149a       0.07852565 4.508357094 -3.66438792 Underdamped
## Eln           0.61349164 1.231591450 -4.15778280 Underdamped
## Cpt1a         0.21285915 1.357897156 -1.75037114 Underdamped
## Sds           0.05731383 2.049332028 -3.64578817 Underdamped
## Tfpi2         0.49078491 1.549109922 -3.68061083 Underdamped
## Cnnm3         0.19946077 4.384674123 -2.40591535 Underdamped
## Slc44a1       0.18128199 3.622894653  1.64304899  Overdamped
## Smagp         0.04794981 2.968382544  2.07640475  Overdamped
## Ldb1          0.26051963 5.327247410 -4.04943717 Underdamped
## Nbeal2        0.13116815 3.120750736 -0.32338855 Underdamped
## Trpm7         0.31534904 0.368465472  0.64176172  Overdamped
## Ap3m1         0.19889528 0.008909348  0.35978477  Overdamped
## Net1          0.17630151 2.504957114 -2.24141920 Underdamped
## Arhgef7       0.33036320 2.963455038 -3.85690723 Underdamped
## Selenoo       0.35111310 6.073933314 -1.63974500 Underdamped
## Apeh          0.16626207 5.046509354 -3.80704828 Underdamped
## Chuk          0.55041512 5.552026211 -2.17756614 Underdamped
## Akr1c12       0.29140622 5.524124600 -3.79616268 Underdamped
## Maff          0.13408180 5.398680406 -3.61796896 Underdamped
## Paxx          0.21445136 2.647521404 -1.03590435 Underdamped
## Auh           0.34993925 0.043710106 -1.33492010 Underdamped
## Gale          0.25953224 4.762382368 -2.88029060 Underdamped
## Hdhd3         0.36047688 2.223241292 -3.90966580 Underdamped
## Atg101        0.58344418 2.049209317 -4.05542635 Underdamped
## Stard7        0.47098121 5.550296168 -1.55450139 Underdamped
## Dhfr          0.32520384 6.199034870 -1.92595817 Underdamped
## Actn4         0.22508396 2.337961169 -3.97349795 Underdamped
## Amt           0.13153170 3.775869770 -1.63007558 Underdamped
## Ovca2         0.34948420 3.582221247  0.81852732  Overdamped
## Hdac5         0.26748185 3.309641086 -2.03249349 Underdamped
## Paqr9         0.24986187 4.144290373  0.76464326  Overdamped
## Slc7a2        0.23470431 5.709584828 -3.24307964 Underdamped
## Hist1h4i      0.59918529 3.883476606 -1.19640964 Underdamped
## Ncl           0.19994799 4.613078550 -3.78224118 Underdamped
## Klhl21        0.35433573 0.016420429 -3.80771363 Underdamped
## Traf3ip2      0.13702727 3.494538561  2.01578965  Overdamped
## Cdkn1a        0.16243724 2.294189840 -3.78587608 Underdamped
## Gm17971       0.25901059 6.006304009 -3.62554804 Underdamped
## Usp2          0.03243009 1.363963620 -3.52895751 Underdamped
## Susd6         0.17760227 1.430174456 -3.82849855 Underdamped
## Ccdc162       0.06384236 4.488776055 -3.57936845 Underdamped
## Zfp873        0.48595413 1.999321422 -2.04598891 Underdamped
## Elk4          0.07781248 2.007654829 -3.60784849 Underdamped
## Llgl2         0.08702333 2.204138767 -3.69108280 Underdamped
## Map2k6        0.31260734 5.586188544  0.22311110  Overdamped
## Xrn2          0.68957053 5.853490767 -1.66724310 Underdamped
## Per3          0.18512947 4.879469647 -3.96013088 Underdamped
## Zfp53         0.21998224 4.630016164 -3.91366049 Underdamped
## Map3k5        0.19211817 1.690340542 -3.90240528 Underdamped
## Slc22a15      0.20787398 1.965599025 -3.78331154 Underdamped
## St3gal1       0.27765287 2.551617584 -0.46874394 Underdamped
## Trak1         0.28325907 1.140031517 -1.68291578 Underdamped
## Bhmt          0.08330882 4.959851180 -3.66994446 Underdamped
## Slc10a1       0.50984201 1.391719419 -1.60200817 Underdamped
## Dmac2         0.11369470 1.944201467 -3.63416617 Underdamped
## Pex19         0.42822699 5.904228645 -0.80190466 Underdamped
## Kras          0.17004331 3.055386017 -2.04022674 Underdamped
## Tmem87b       0.51306122 5.859036099 -1.12535090 Underdamped
## Ist1          0.17548451 5.195281694 -3.85332664 Underdamped
## Pter          0.16344240 4.638390082 -3.83226406 Underdamped
## Bnip3l        0.37209369 1.041046239 -4.01645685 Underdamped
## Ppip5k1       0.32376271 3.381347448 -0.42123301  Overdamped
## Bhlhe41       0.13550030 5.559791712 -3.85330878 Underdamped
## 4932438A13Rik 0.08142388 4.904138703 -3.71614608 Underdamped
## Szrd1         0.08602006 3.762022125  2.95437080  Overdamped
## Pik3cb        0.44562751 4.909037365 -3.70005143 Underdamped
## Aamp          0.27033325 5.195462122 -2.68440554 Underdamped
## Stard5        0.11023345 1.356974755 -3.07257186 Underdamped
## Gm16731       0.52732650 3.274181591  0.20675154  Overdamped
## Gm33543       0.52170960 0.501487628 -0.16960576 Underdamped
## Irf2          0.09822887 0.157089477  0.65098249  Overdamped
## Rin3          0.19771456 1.919189558 -3.88308284 Underdamped
## Actn1         0.24292058 0.609177184  0.31625127  Overdamped
## Bckdha        0.26310891 1.628175445 -2.41122237 Underdamped
## Glipr2        0.12510914 1.757714560 -4.06999636 Underdamped
## Stx7          0.10754410 2.355916709 -3.85702881 Underdamped
## Ppp3ca        0.30999611 6.106879954 -1.34505566 Underdamped
## Fam126b       0.19803056 5.802515135 -0.16998717 Underdamped
## Slc20a1       0.30067545 1.476152911 -1.70378899 Underdamped
## Slc1a4        0.22675289 3.289374878  0.95938281  Overdamped
## Dus2          0.09293260 4.954198951 -3.71322274 Underdamped
## Tcta          0.50877173 2.550144667 -2.86196827 Underdamped
## March5        0.43725967 5.706825227 -2.53673032 Underdamped
## Gtf3c5        0.36953308 2.101929348 -1.61095148 Underdamped
## Gm37824       0.15697942 2.312789035 -3.93443293 Underdamped
## Tmco4         0.10638713 2.200252668 -3.70719844 Underdamped
## V12448        0.12446808 4.850704220 -3.04740073 Underdamped
## Xdh           0.63419418 4.184958342 -4.42017250 Underdamped
## Plcb3         0.07732219 4.819009994 -3.77438880 Underdamped
## 1810055G02Rik 0.17809553 0.027139459  1.21765763  Overdamped
## D930048N14Rik 0.13879584 3.212776211  0.61182197  Overdamped
## Alkbh7        0.08962607 5.057804228 -3.66809672 Underdamped
## Gfod1         0.16763443 2.807673909 -3.84972474 Underdamped
## Plekha1       0.16918665 3.035660817 -1.38232086 Underdamped
## Zfp454        0.18517063 4.004665214  0.14334283  Overdamped
## Cyp46a1       0.17650065 0.236377889  1.78193636  Overdamped
## Gm32281       0.25322768 2.754823860 -1.40061341 Underdamped
## Hhipl1        0.10983081 0.155914868  1.67636611  Overdamped
## Slc39a14      0.18551494 5.546712929 -3.74342244 Underdamped
## Uros          0.47346665 3.750432802 -0.85758806 Underdamped
## Fdx1          0.34531685 5.595276219 -3.87561190 Underdamped
## Cdh1          0.12398075 3.259484799  0.81324833  Overdamped
## Acnat1        0.09253371 4.921275405 -2.47251751 Underdamped
## Magee1        0.04489960 4.931742479 -3.77552386 Underdamped
## Plcg1         0.18519812 4.992887002 -4.04515195 Underdamped
## Tfcp2         0.04027572 4.652560225 -3.49763932 Underdamped
## Ralgapa2      0.17665058 5.768435065 -0.84122755 Underdamped
## Rhbdd2        0.40225780 4.866692178 -3.70583612 Underdamped
## Tmtc2         0.62970389 3.767096663 -4.47814353 Underdamped
## Sdr9c7        0.44553489 3.170517815 -0.57177782  Overdamped
## Trappc8       0.29307580 4.947673639 -3.63560653 Underdamped
## Tox           0.24787739 0.961096733 -0.66458901  Overdamped
## Hacl1         0.42055553 3.472976660 -1.21635490 Underdamped
## Nptn          0.12669469 4.700859031 -3.70839802 Underdamped
## Cep44         0.63322267 1.232879878 -3.88768311 Underdamped
## Decr2         0.10689146 1.955772427 -3.41307356 Underdamped
## Fnbp1l        0.06320536 4.616742470 -3.70105643 Underdamped
## Fads2         0.14530735 0.091026310  3.10224168  Overdamped
## Stx2          0.19529895 2.492400706 -4.07639680 Underdamped
## Ttf1          0.41398697 1.888456649 -2.00881318 Underdamped
## Rnf13         0.50123440 5.368194372 -2.86262496 Underdamped
## Eif4e2        0.07068784 2.070260164 -3.71723330 Underdamped
## Pim3          0.21880320 5.842446180 -0.12708869 Underdamped
## Slc25a11      0.36988805 5.760803304  0.62552726  Overdamped
## Ppat          0.12514281 1.973457581 -3.48476677 Underdamped
## Cdpf1         0.36337019 1.973642481 -1.55989755 Underdamped
## 2210408F21Rik 0.36381899 5.555350545 -3.75273388 Underdamped
## Nelfb         0.30341196 3.546322538 -0.98440239 Underdamped
## Lpin2         0.16821089 5.270675382 -1.42624546 Underdamped
## Nsmf          0.10382620 5.074227394 -3.83723216 Underdamped
## Ttll12        0.22177853 2.279792514 -3.98876160 Underdamped
## Tbc1d20       0.37698361 5.926202533 -3.44121034 Underdamped
## Fgf11         0.39255135 4.157931938 -0.17666215  Overdamped
## Capn2         0.10794195 4.664071995 -3.14401815 Underdamped
## Mal2          0.28484158 3.341760526 -0.31747775 Underdamped
## Ptpn9         0.20510068 2.333426403 -1.26798639 Underdamped
## Adipor1       0.42212022 4.963850151 -3.74926906 Underdamped
## BC004004      0.24921663 3.166326502 -1.14413535 Underdamped
## Supv3l1       0.14052656 4.769088205 -3.94267181 Underdamped
## Cul2          0.27066104 3.788616748  0.36252805  Overdamped
## Wnt5a         0.39690125 4.331471736 -3.56294703 Underdamped
## Zc4h2         0.25209475 4.299070036 -1.48289207 Underdamped
## Hist2h2be     0.65622121 2.856459961 -1.74443518 Underdamped
## 2310015A10Rik 0.27685887 2.259772486 -4.25969545 Underdamped
## Nags          0.09296649 3.832031923  0.68168980  Overdamped
## Psmb10        0.33493997 5.629915351 -3.87919013 Underdamped
## Cyb561a3      0.08429625 3.830028488 -0.53377661  Overdamped
## Rnf141        0.09092428 3.074266943  3.07782585  Overdamped
## Erlec1        0.50256565 6.282518401 -1.09532356 Underdamped
## Gtf2h3        0.66691271 3.051405706 -2.07329683 Underdamped
## Gm20634       0.35140515 4.099748476  0.87990262  Overdamped
## Rnf169        0.23899837 0.028943427  0.73216967  Overdamped
## Polr3k        0.57502484 1.793253357 -2.48931349 Underdamped
## Baat          0.11186302 2.388816233 -3.74652194 Underdamped
## Atp6v1c1      0.24021105 0.838365582 -0.35206988  Overdamped
## Insc          0.31853147 2.722953167 -3.67088555 Underdamped
## Pck1          0.31588381 1.541259957 -3.59288507 Underdamped
## Klf10         0.11838822 2.208286463 -2.78873341 Underdamped
## Mapk15        0.11129822 4.893652462 -3.78410628 Underdamped
## Zfp879        0.11970366 5.157877905 -2.97181244 Underdamped
## Ak4           0.29989443 6.159277288 -0.66106633  Overdamped
## Fbxo31        0.23900221 6.239462040  0.59520715  Overdamped
## Zdhhc20       0.56347844 6.101103397 -1.77586185 Underdamped
## Vdac1         0.42020195 5.929159729 -0.68598708 Underdamped
## Gm48878       0.07232152 4.592388989 -3.71908545 Underdamped
## Ppm1b         0.16779491 3.316013415  1.62256979  Overdamped
## Cluh          0.31450143 2.379155664 -3.79428576 Underdamped
## Zbtb21        0.21508214 3.721562822  0.52439393  Overdamped
## Gclc          0.26349864 2.390017475 -2.28135700 Underdamped
## Lcn12         0.25491785 4.432002164 -2.78202322 Underdamped
## Trmt9b        0.20580328 1.887674622 -3.70354828 Underdamped
## Snx33         0.40845201 2.965717823 -4.06864471 Underdamped
## Cdk18         0.25554935 4.666480013 -4.09029589 Underdamped
## 4833420G17Rik 0.10239156 2.214476437 -3.59830574 Underdamped
## Cxadr         0.22697924 4.640338461 -2.23732670 Underdamped
## Phldb3        0.15689209 2.550893061 -2.72966497 Underdamped
## Slc2a5        0.12120630 2.000545152 -3.70397567 Underdamped
## Kpnb1         0.15127128 2.544743195 -3.90232225 Underdamped
## Mcoln1        0.27309909 5.262880690 -3.81961409 Underdamped
## N4bp2l1       0.08945522 0.191391803  2.23413400  Overdamped
## Zfp41         0.04731524 5.191386757 -3.51565388 Underdamped
## Zfp36l1       0.05709339 5.269266330 -3.45187685 Underdamped
## Il15ra        0.19212361 0.688000709  2.03984751  Overdamped
## Rab11fip4     0.12550614 4.458784323 -3.53190732 Underdamped
## Nr2f6         0.04474730 4.993086305 -3.66567437 Underdamped
## Cast          0.13500536 5.487255762 -3.66782704 Underdamped
## Gch1          0.42598278 6.208898663 -1.77423172 Underdamped
## Nat10         0.14720580 2.594921578 -2.62598510 Underdamped
## Prpsap2       0.61923731 3.797466651 -1.12399474 Underdamped
## Sco2          0.24752793 4.025685729 -2.06170283 Underdamped
## Mfsd2a        0.16111087 0.063124750  2.37653681  Overdamped
## Kansl3        0.14809566 5.614069617 -3.93612046 Underdamped
## Rpusd4        0.10517222 5.086528022 -3.70277048 Underdamped
## Pcbp2         0.17773814 2.106454154 -3.76125811 Underdamped
## Syt11         0.76545007 2.715550034 -1.22985330 Underdamped
## Gimap9        0.36698484 2.195743839 -3.87535164 Underdamped
## Mfsd4b1       0.62073182 5.658692104 -2.28511276 Underdamped
## Zkscan3       0.36123800 1.972057611 -1.74833945 Underdamped
## Rcor1         0.26840547 4.905994993 -3.52098702 Underdamped

source(TOPGO_FUN)

Endf2_LPC2<-ScoreEnrichment(res.pca_Liver$var$contrib[,2],Score = "decreasing")

## 
## Building most specific GOs .....

##  ( 8524 GO terms found. )

## 
## Build GO DAG topology ..........

##  ( 12205 GO terms and 27529 relations. )

## 
## Annotating nodes ...............

##  ( 5320 genes annotated to the GO terms. )

## 
##           -- Weight01 Algorithm -- 
## 
##       the algorithm is scoring 3962 nontrivial nodes
##       parameters: 
##           test statistic: ks
##           score order: decreasing

## 
##   Level 16:  5 nodes to be scored    (0 eliminated genes)

## 
##   Level 15:  14 nodes to be scored   (0 eliminated genes)

## 
##   Level 14:  34 nodes to be scored   (67 eliminated genes)

## 
##   Level 13:  71 nodes to be scored   (190 eliminated genes)

## 
##   Level 12:  118 nodes to be scored  (506 eliminated genes)

## 
##   Level 11:  240 nodes to be scored  (1261 eliminated genes)

## 
##   Level 10:  421 nodes to be scored  (1865 eliminated genes)

## 
##   Level 9:   542 nodes to be scored  (2516 eliminated genes)

## 
##   Level 8:   612 nodes to be scored  (3253 eliminated genes)

## 
##   Level 7:   660 nodes to be scored  (3846 eliminated genes)

## 
##   Level 6:   574 nodes to be scored  (4273 eliminated genes)

## 
##   Level 5:   363 nodes to be scored  (4551 eliminated genes)

## 
##   Level 4:   199 nodes to be scored  (4711 eliminated genes)

## 
##   Level 3:   89 nodes to be scored   (4792 eliminated genes)

## 
##   Level 2:   19 nodes to be scored   (4820 eliminated genes)

## 
##   Level 1:   1 nodes to be scored    (4835 eliminated genes)

Endf2_LPC2$df

Endf2_LPC2$plot

PlotParams(res.pca_Liver,SWrcsL,data=dataMouseLiver,dataMouseLiver$fits,PC=2)

## $plot

## 
## $data
##                        Zeta      omega         upper         pl PCA_Contrib
## Prkd3         -0.8348050221 0.32258193 -0.3032782901 0.60776560  0.08451064
## Ppfibp1       -1.1728795352 0.27767548 -0.2038163716 0.85076771  0.16831888
## V11747        -0.8927469025 0.13024755  0.3353036197 2.97390968  0.25106715
## Casp6          1.2010352778 0.45886945  0.2110203886 1.53360574  0.33176919
## Sod2           1.1557516560 0.52359878  0.5310017583 1.51844682  0.41210076
## Agxt          -0.9433185719 0.12923128 -0.1636935406 2.99394524  0.49225049
## Dnmt3a        -1.0784759578 0.31147323 -0.0706602509 0.44591701  0.57176645
## Gm31333       -0.2403189085 0.52359878 -0.2068792969 0.65409745  0.65056252
## Gde1           0.1388077809 0.52359878  0.2845083813 1.07193835  0.72913448
## Gabarapl1     -0.8231760513 0.19241375 -0.2548046405 2.69381379  0.80753547
## Mcrip2        -1.4052349375 0.31378042  0.2914470669 0.21272482  0.88584821
## Fbxo21        -0.7720080531 0.11401743 -0.2075682862 2.96184981  0.96406654
## Dlg1          -0.4747724541 0.08726646 -0.2307532372 2.89533841  1.04163189
## Rorc          -0.4605939635 0.14875821  0.3933775223 2.61516215  1.11914336
## Odc1          -1.4036399275 0.34081266  0.2983135270 0.14689165  1.19656842
## Pus7          -1.4215878741 0.32073690  0.2567000085 0.18320924  1.27382193
## Mtx3          -1.0878052209 0.32621999 -0.1162955674 0.35294792  1.35099844
## Serpinf2      -0.9184103432 0.13327584 -0.1486534844 2.97725290  1.42786189
## Tnnc1          0.4905560635 0.23907042  0.5865709256 1.60017952  1.50404825
## St6gal1       -0.4742383979 0.16253067 -0.1530084909 2.54583876  1.58009914
## Srm           -1.4466331259 0.31542241  0.3246176145 0.18852789  1.65553770
## Fgf1          -0.4116461161 0.08726646  0.4027071553 2.85870810  1.73078015
## Dpy19l1        0.0792490242 0.52359878  0.3048884365 1.01226715  1.80480904
## Lingo4        -0.8337000307 0.18553505  0.4223865198 2.74599817  1.87791036
## Ahcy           0.2474063331 0.24880950  0.3890400077 1.59959031  1.95080605
## Map3k20       -0.9625989747 0.13049283 -0.1675244481 2.99801348  2.02364359
## Fmo5          -0.3900883466 0.15536092  0.4887114824 2.50053323  2.09630031
## Abhd6         -1.6645839602 0.52359878  0.2519768075 0.02885587  2.16876335
## Wdtc1         -1.1294226316 0.18590787 -0.2378630323 2.93205389  2.24116490
## Gm15375       -1.4150334272 0.31664163  0.2545527624 0.19834038  2.31305122
## Wnt5b         -0.4343857717 0.16175581  0.4954266054 2.50766619  2.38477114
## Ddah1         -0.5175540410 0.08726646 -0.1623379959 2.91763792  2.45631807
## Col27a1       -1.0738603784 0.21221205  0.3278253294 2.76212635  2.52773377
## C1rl          -0.8468549296 0.11198291 -0.2199620566 2.99370405  2.59870895
## Arhgef10l     -0.7944037736 0.09289722 -0.2462274998 3.01197518  2.66954088
## Unc93a2       -1.1264018839 0.34814836 -0.1715078027 0.25315830  2.74036598
## Asl           -1.3822845333 0.32492941  0.3885841435 0.18821687  2.81110390
## Spata13       -1.4327763659 0.31437740 -0.1784573453 0.19796474  2.88172706
## Rcan1         -1.5717706218 0.43217651  0.3388300031 0.05125697  2.95209924
## Tsku          -0.9815792178 0.14533616  0.1543942473 2.97568937  3.02225818
## Snx8          -1.0201786128 0.14567106  0.4556075020 2.98891828  3.09209067
## Nap1l1        -0.1678319826 0.24435479  0.2829243923 1.67201707  3.16187160
## Slc4a4         0.9813026893 0.26874250  0.2418682999 1.56806335  3.23161412
## Ptprk          0.3779867103 0.52359878 -0.2535441149 1.26645012  3.30123842
## Amdhd1        -1.1015436413 0.16657885 -0.1541380880 2.97393601  3.37076713
## Mug2           0.0591658889 0.17013599  0.1679386550 1.94077731  3.44026624
## Tspan4        -1.3335910986 0.30565984  0.3433235737 0.28988692  3.50921428
## Agtr1a        -1.4707502627 0.31679109 -0.1658495733 0.17454636  3.57798589
## Serpina5      -1.1863875188 0.18826251  0.4072586111 2.95006082  3.64626732
## Mrnip         -1.0753260617 0.14525271 -0.0875823490 3.00761346  3.71416466
## Coa6          -1.1419160626 0.19154557  0.3978966931 2.91826101  3.78195497
## Fmo1          -0.5917325990 0.13616321  0.3995438180 2.79156144  3.84963066
## Rad50         -0.9843849535 0.30284627 -0.1758816097 0.61688572  3.91724793
## 2810408I11Rik -1.1044851277 0.31333284  0.3038721053 0.41045608  3.98477754
## Rmdn3          0.6305960752 0.52359878  0.3997709557 1.39699182  4.05221505
## Glrx          -0.5988400979 0.23186035  0.2409937491 2.02105238  4.11962960
## Vac14         -1.1971694157 0.21612329  0.3583620637 2.82355004  4.18698833
## Caln1         -1.6559295340 0.50890404  0.2263809315 0.03088863  4.25433133
## Lrrc58        -0.9365274318 0.12934763  0.2883864748 2.99143395  4.32146035
## Gm16573        0.2157283974 0.52359878  0.3873329878 1.14264403  4.38824603
## Tmem37        -1.2609739678 0.23336341  0.2446289169 2.69747679  4.45501976
## Ywhah         -0.0940186559 0.52359878  0.2000765257 0.82096619  4.52163490
## Tpst1         -1.2779667822 0.28616179  0.3490879608 0.53436684  4.58813903
## Nsmaf         -0.6056159423 0.32704042 -0.0662229097 0.83535704  4.65446183
## Adh7          -0.6180375250 0.32416676  0.0598595035 0.84157736  4.72042191
## 4833439L19Rik -1.2610321104 0.20889116  0.3591568459 2.90530635  4.78634967
## Uck2          -0.4873599941 0.40004879  0.3305321297 0.64048502  4.85210381
## Dazap2        -0.7428559021 0.36778400 -0.1142720970 0.48087411  4.91758046
## Arhgap18      -0.2508122296 0.27775645 -0.1104755621 1.46571246  4.98304124
## Gm36041        0.6437701669 0.52359878 -0.1021349443 1.40208548  5.04842830
## Pfkfb1        -0.8068627147 0.36169122  0.2385522347 0.44293131  5.11367976
## Hs1bp3        -1.0191208114 0.12765297 -0.0258214999 3.01977240  5.17885968
## Serp1         -1.1116571777 0.15875615  0.1365101863 2.99433631  5.24382232
## Soat2          0.0417264418 0.21949724  0.3084571280 1.73035250  5.30872848
## Scap          -1.4427325114 0.31835630 -0.1683071936 0.18128214  5.37358466
## Hdac11         0.6401204851 0.52359878 -0.0552716399 1.40068890  5.43831995
## Eif5a         -1.2568284529 0.21816720  0.2317299808 2.84834365  5.50289567
## Inca1         -0.1956249744 0.52359878 -0.0629549659 0.70437457  5.56737555
## Lonp2         -0.0883903525 0.52359878 -0.2805772677 0.82742647  5.63183417
## Lipc          -1.2191689475 0.20751687 -0.3483180310 2.88957867  5.69625254
## Gga2          -0.9400178397 0.13135610  0.3348768269 2.98881929  5.76055751
## E030018B13Rik -1.6328145614 0.51917699  0.3371689488 0.03148816  5.82474410
## Serpinb9      -0.1440491543 0.52359878 -0.0840904202 0.76340358  5.88872038
## Hnrnpk        -0.7828910735 0.34996620 -0.0949679319 0.51054273  5.95269078
## Cdk5rap2       0.9738885354 0.52359878  0.0548087383 1.49131650  6.01662593
## Malt1         -1.1343551209 0.32939755 -0.0340255322 0.30673892  6.08050137
## Esrra         -1.4370357593 0.31049107  0.2995969890 0.21012714  6.14430380
## Tcim          -0.4000666749 0.14995936  0.4705836461 2.54531879  6.20809356
## Trp53inp2      0.7435862351 0.52359878  0.4120559136 1.43625875  6.27184954
## Mrpl15        -0.0545988922 0.24017301  0.2845104410 1.66837574  6.33556982
## Ttll8          0.2647978978 0.52359878  0.3162539071 1.18373195  6.39911690
## Grb14         -0.9908910091 0.13494597 -0.2047534590 2.99919458  6.46259870
## Arsa          -1.2798486514 0.24084786 -0.2357908361 2.58036801  6.52604447
## Slc12a2       -1.1285295697 0.21459172  0.1295350001 2.78578347  6.58934812
## Cycs          -0.8007418682 0.10995220  0.2409907606 2.98160973  6.65259508
## Lgals9        -1.0113407987 0.13552709 -0.2361201260 3.00466157  6.71564493
## Rap2a         -1.4964509821 0.34424790  0.1486856378 0.11450533  6.77838549
## Pcdh1         -1.2588933460 0.21598237 -0.2494009826 2.86430388  6.84108953
## Marveld1      -1.3810128711 0.31014198  0.3318191431 0.23957570  6.90355269
## Pole4         -0.5765737801 0.32861065  0.1548670045 0.85779396  6.96579749
## Polr2b        -0.6860565813 0.41120826  0.2902894111 0.41548797  7.02800497
## Gm4756        -0.5129515268 0.30390443  0.0007765402 1.11704946  7.09014489
## Sap130        -1.4912814184 0.33670485 -0.2328311645 0.12620354  7.15227199
## Nf1           -1.0968600378 0.17373749 -0.3435695221 2.95405625  7.21416325
## Fgfr2         -0.8069033557 0.30953676 -0.2401908886 0.74750782  7.27604943
## Ttc23         -0.8592585058 0.14830200  0.3240500702 2.91487850  7.33792687
## Atxn2         -1.6499378960 0.50802991 -0.3606933726 0.03141021  7.39976935
## Ywhag         -1.0315373252 0.13473470  0.2733829247 3.01211380  7.46137401
## Thrap3        -0.4487733874 0.33533220 -0.0061869498 0.95817311  7.52277310
## Nop16         -0.5921265075 0.28680603  0.2129643584 1.22776288  7.58416137
## Ppp1r14b      -1.4825906180 0.31742276  0.3635262732 0.16819800  7.64552124
## Car5b          0.6722980366 0.52359878  0.2493663747 1.41262771  7.70685855
## Mmaa          -0.0840638441 0.25143857  0.2666512290 1.61977407  7.76812228
## Ces1d         -0.0004496263 0.38951942  0.4753834495 1.18315923  7.82935398
## Nat8f5        -0.9451148971 0.19482139  0.2433628533 2.77978244  7.89049183
## Spout1        -0.6160529550 0.33656558  0.2909178340 0.76162598  7.95136149
## Gphn          -1.3094373405 0.24172354 -0.2513439380 2.59092335  8.01218649
## Prelid3b       0.7795898144 0.52359878  0.2823470508 1.44684836  8.07294012
## Nat8f6        -0.1616017677 0.52359878  0.2865371608 0.74323834  8.13368414
## Rhbdd1        -1.1530989620 0.31715748 -0.1406831448 0.34927415  8.19441877
## Phka2          0.2416233729 0.52359878  0.1584494605 1.16472381  8.25506288
## Jade1         -1.8225316549 0.51564383 -0.2691286690 0.02058349  8.31570291
## Ocln          -1.0825260114 0.32366112 -0.1879903108 0.36919716  8.37627935
## Aspg          -0.7639444566 0.08726646  0.0298469649 3.01314706  8.43683856
## Alcam         -0.7819439038 0.33028310 -0.1059669339 0.61383791  8.49738234
## Cgrrf1        -0.8782191054 0.11084771  0.2144346817 3.00585764  8.55783618
## Ranbp10       -0.7975698921 0.18921250 -0.2968014046 2.69219140  8.61825172
## Caprin2       -0.1766719328 0.52359878  0.0699175935 0.72597848  8.67860949
## Ptprs          0.5878391251 0.52359878  0.0786618795 1.37942596  8.73895313
## D630024D03Rik -0.9113420572 0.12392317 -0.1451059535 2.99305582  8.79928437
## BC005537      -0.5490632172 0.15847568  0.1943829310 2.64668014  8.85947471
## Gda           -0.1172369257 0.26675756  0.5061054464 1.54622392  8.91950734
## Ndufaf4       -1.4100864079 0.30721178  0.1982982521 0.23756131  8.97951235
## Lrrc28        -0.9920365098 0.13740493  0.3468705662 2.99509003  9.03951280
## Abca8b        -1.2669113616 0.27512903 -0.2240607632 0.82781702  9.09944887
## Sort1          0.1619237231 0.52359878  0.0846154264 1.09397291  9.15923782
## Gm14327       -0.2562024708 0.08726646  0.5683014289 2.74756119  9.21871975
## Hectd2os      -0.7033117725 0.14559137 -0.1222692542 2.83294071  9.27817369
## Endog         -1.6169916052 0.46460978  0.2597960896 0.03986518  9.33762651
## Ankrd9        -0.9277424553 0.12750312  0.3188479504 2.99191209  9.39707132
## Reps1         -1.0042191406 0.13555302 -0.0466333180 3.00238098  9.45648207
## Eno1          -0.7943085768 0.08784544  0.3399718622 3.02074823  9.51588569
## Noa1           0.4994631457 0.52359878  0.2605946888 1.33765043  9.57525717
## Acad8          1.2973501877 0.49272134  0.2064651980 1.53675407  9.63459996
## Nr1d1         -0.7725844476 0.24077939 -0.1882340527 2.03153363  9.69394136
## Aldh8a1       -0.1810755363 0.22711555 -0.1764221309 1.78387849  9.75303911
## Fam47e        -1.1807065889 0.29745320  0.2802824818 0.47575310  9.81211424
## Plekha6       -1.4141945095 0.30806027 -0.1316312917 0.23152583  9.87114223
## Hras          -1.4599924035 0.30141229  0.1064549134 0.24052963  9.93010602
## Tbl2          -0.9012672330 0.35717997  0.2296958380 0.37846414  9.98886283
## Naa60          0.9429039084 0.52359878  0.3698132917 1.48546638 10.04752439
## Tango2        -1.0461291041 0.33962102  0.2505535376 0.32921973 10.10608925
## Mcur1          0.4146798588 0.52359878  0.3454246941 1.28977859 10.16458157
## Hspe1          0.2518983754 0.30579174  0.4709696944 1.48370197 10.22303285
## Plod1          0.4848485380 0.49573880  0.3011163606 1.35084618 10.28147021
## Prkca         -0.1430745167 0.13803885  0.1280147913 2.33149906 10.33983111
## Tsc22d3       -0.1520458790 0.52359878  0.2727971441 0.75421016 10.39807251
## Rbms1         -1.4012510753 0.33236326 -0.1434413925 0.16330073 10.45629121
## Alpl          -1.2731280391 0.23320796  0.3428672798 2.71044641 10.51433999
## Plk5          -1.3804900035 0.28781611  0.1834812897 0.41353968 10.57234243
## Gstm4         -0.0108790867 0.25654068 -0.0062136800 1.59160074 10.63032587
## Aaed1         -0.6433516024 0.19325366 -0.3266824287 2.50617236 10.68820416
## Pycrl         -0.7718023831 0.34324083  0.0764106699 0.55270265 10.74606819
## Smyd2         -1.0102807927 0.15257580  0.1566858856 2.97088778 10.80385101
## Dcaf6         -1.0135920758 0.33343766 -0.1070947283 0.37775614 10.86158457
## P4ha2         -0.2171896545 0.46267296  0.1545848419 0.79016267 10.91927530
## Slc1a5        -1.4066476575 0.30764121  0.2237586397 0.23736668 10.97693340
## Aco1          -1.0556509261 0.18125407  0.2480665490 2.91176782 11.03449321
## Tubg1          1.2256026243 0.21380687  1.1611895006 1.58292398 11.09201918
## Copg2          0.3980741570 0.52359878  0.2949830159 1.27942454 11.14926432
## Vps41         -1.3870248934 0.29814199 -0.2660450781 0.30484935 11.20642169
## Ctps2         -0.1843028764 0.27397595  0.3163241873 1.50138969 11.26349636
## Srd5a2        -1.0172396093 0.14852279 -0.1880195304 2.98215714 11.32055937
## Dcaf7          0.6310241892 0.52359878  0.0312213194 1.39715964 11.37761662
## Ceacam1       -1.4811388284 0.34198903 -0.1564784625 0.12154105 11.43456463
## Meiob         -0.3179002030 0.52359878 -0.0454546925 0.57021114 11.49140267
## Trib3         -1.7858187415 0.51864015 -0.1572317943 0.02218051 11.54818140
## Pdxk          -1.0358372396 0.15458127  0.3635417283 2.97617838 11.60484714
## Dnaja1        -0.1630326895 0.52359878  0.1092986128 0.74159701 11.66149106
## Prkar1a       -1.0103912531 0.18635193 -0.2008384996 2.86695706 11.71812182
## Zfyve26       -1.8145039138 0.51731225 -0.1768631552 0.02085317 11.77471162
## Mybbp1a       -0.3357269450 0.15652529  0.4868006529 2.43186489 11.83117007
## Tor1aip2      -0.7689839707 0.08726646 -0.1463030149 3.01461295 11.88756368
## Ppp1r15b      -0.9844484962 0.13014724  0.2831322429 3.00556107 11.94369674
## Pvr           -1.5679931988 0.52359878 -0.1235751103 0.03603773 11.99981955
## Stxbp3        -1.1227225337 0.15474399 -0.2865689446 3.00547105 12.05587094
## Mov10         -0.5707960355 0.36259918  0.0202943117 0.68105981 12.11180989
## Per2          -1.5357448612 0.48594679  0.2416850476 0.04418469 12.16772880
## Acsl4         -1.0485673234 0.16546475  0.3477108088 2.95555255 12.22363443
## Gm18337       -0.2730754594 0.27349109  0.0096415467 1.48901927 12.27941348
## Gm45609       -0.1186617774 0.22130546  0.4423329111 1.78913142 12.33519123
## Agap2          0.2750609406 0.52359878  0.3392801892 1.19192251 12.39074151
## Atp6v1d       -0.5228976321 0.16454151  0.2922321293 2.58421928 12.44616034
## Dph3          -0.5541889151 0.28167119  0.2313295517 1.31423958 12.50137827
## Gpatch4        0.4415626410 0.52359878  0.2555182661 1.30584481 12.55653931
## Tut7          -0.7900781056 0.32202434 -0.1812095364 0.66092653 12.61166157
## Setd5         -0.7760991848 0.32750921 -0.3508544254 0.63808157 12.66676758
## Ccne2         -1.2427673765 0.23493792  0.2677871255 2.65646766 12.72172864
## Cecr2         -1.2008544319 0.35762178 -0.1713472603 0.19610882 12.77668183
## Higd1a        -1.3556892937 0.29976423  0.1020582412 0.31384308 12.83162377
## Adcy9         -0.1360872963 0.18247341  0.0879054916 2.03812362 12.88651474
## D16Ertd472e   -1.0652790961 0.14583040  0.3008005562 3.00349489 12.94134730
## Gusb          -1.3172935115 0.30178111  0.4178792909 0.32570932 12.99617421
## Kdm3a         -0.7664185875 0.18646274 -0.1769198063 2.68192692 13.05098178
## Aqp9          -0.7877667638 0.09993731 -0.0496418627 2.99692310 13.10576965
## Rhou          -0.3051253300 0.12211886 -0.0288940176 2.60812570 13.16055636
## Cndp2         -1.1974842750 0.20721256  0.4390947984 2.87886720 13.21533688
## Lonrf1        -0.8044289725 0.29514883  0.3438195839 0.91706260 13.27011474
## Gpr155        -1.0286848302 0.47314447  0.4266692424 0.14820577 13.32480260
## Tubd1         -1.0540194041 0.18265149  0.2216849996 2.90598074 13.37945399
## Hp1bp3        -0.5232006642 0.38183047 -0.0532740901 0.65979727 13.43404960
## 1810013L24Rik -1.4639818425 0.31709398 -0.2166552813 0.17635517 13.48858434
## Cbs           -0.8194218041 0.16019335 -0.3146610453 2.85336745 13.54306932
## Camk1d         0.5865110688 0.52359878 -0.1017534581 1.37885413 13.59750286
## Sar1b         -1.0067941424 0.28739146  0.0994899127 0.81169254 13.65190311
## Ccdc50        -0.7240783945 0.11327921 -0.1994809713 2.94325057 13.70629344
## Mettl27        1.1872302558 0.52359878  0.6945477962 1.52210097 13.76062965
## Dennd1a       -1.0047522651 0.27265671 -0.0587165671 1.18089969 13.81487619
## Gm44421       -0.6787599066 0.15908820  0.3347080944 2.75787347 13.86909766
## Txn2          -1.0475781030 0.13538376  0.3728724758 3.01573091 13.92329832
## Vsp35l        -0.5467240217 0.36056837 -0.0318311854 0.71721743 13.97747643
## Dyrk1b        -1.0264071576 0.14271692 -0.1287366373 2.99663994 14.03156118
## Serinc5        1.1700092810 0.52359878  0.4996977118 1.52013457 14.08564432
## Fam102a       -1.0940628661 0.17109075  0.2931064536 2.95990719 14.13972041
## Glrx5         -0.2752223077 0.14014737  0.4385948021 2.46911556 14.19379102
## Aldob         -1.2314355919 0.23957404  0.3254127365 2.55774424 14.24782666
## Dync2h1       -0.4907156718 0.40501779  0.3398961566 0.62229780 14.30180641
## Upf1          -0.8904949908 0.10726216  0.2456905807 3.01555221 14.35557078
## Stom          -1.6134452774 0.52359878 -0.3352194207 0.03245943 14.40916415
## Mtrr          -0.9255912527 0.34723861  0.4045909617 0.39311394 14.46273003
## Abcf1         -1.2318681861 0.20400030  0.2895178537 2.91304036 14.51624867
## Sgms2         -1.3640414803 0.22540970 -0.1760321904 2.86127687 14.56971965
## Rnaseh2b      -1.3981865301 0.30828568  0.3880873038 0.23885273 14.62318398
## Pde4c          0.0588536458 0.52359878 -0.1778227283 0.99094974 14.67664698
## Cnot6l        -1.3703270518 0.23209295 -0.2702666634 2.80219280 14.73010535
## Klkb1         -1.0940981160 0.37864787 -0.1650173540 0.21016890 14.78350378
## Hes6          -0.9013559996 0.19022416  0.1733948435 2.77290585 14.83687106
## Nr2f2         -0.0748094992 0.52359878 -0.2010130758 0.84298385 14.89020097
## Rfx4          -1.4311073002 0.31576771 -0.2272498786 0.19409550 14.94331634
## Cyp3a13       -1.5807829393 0.25744729  0.2741468727 2.13905236 14.99636743
## Add1           0.6231598876 0.52359878  0.1751185689 1.39405184 15.04936914
## Rrp12         -1.0500415006 0.14721184  0.2887457913 2.99606481 15.10234115
## Mn1           -0.8872509839 0.28700279 -0.0553824810 0.95340903 15.15528848
## Plin5         -1.8154776107 0.51749255  0.1243383953 0.02079425 15.20822997
## Atp11c        -0.8569036854 0.32325903 -0.1682177679 0.57947593 15.26093870
## Ccdc151       -0.7970463720 0.13503380  0.2608661893 2.92096617 15.31356841
## Snta1         -1.4011364757 0.29205796  0.4044108680 0.34760242 15.36619118
## Appl2         -1.1166215867 0.16408213 -0.2411269158 2.98505795 15.41879537
## Cul1          -1.3485846315 0.33873189 -0.3744356560 0.17037033 15.47138519
## Itga8         -0.9298670997 0.11641805 -0.1115802183 3.01203527 15.52396748
## Zkscan17      -0.9454700600 0.33193460  0.0023439110 0.44198610 15.57640918
## Eva1a         -1.1505829635 0.18076521 -0.3260153279 2.95712508 15.62884497
## Xpo6          -1.0067160530 0.30537746  0.0201946333 0.56717540 15.68126165
## Ube2f          0.0350674577 0.52359878  0.1281518052 0.96558067 15.73359838
## Hnrnpul1      -0.9000316367 0.30820348 -0.1139124547 0.65493302 15.78588683
## Arrdc3        -0.6048083487 0.24211253 -0.2013047997 1.87596576 15.83809990
## Lncppara      -0.8759373466 0.37504612  0.0717478182 0.34760337 15.89031146
## Rell1         -1.4390289129 0.30976536 -0.0417674704 0.21204388 15.94250962
## Zc3h12d        1.4292716345 0.51750380  1.0699859008 1.54343404 15.99464058
## V11834        -1.2838030263 0.21722602 -0.3194908283 2.87125325 16.04672301
## Fkbp15        -0.8846749152 0.13422813 -0.1402631091 2.96212305 16.09874784
## Defb1         -1.1325996259 0.17290643 -0.2528835537 2.97063549 16.15071670
## Cox5a         -1.1906053739 0.19828878  0.2223384574 2.91638974 16.20266147
## Tfdp1         -0.3177154802 0.52359878  0.2370081724 0.57040443 16.25457149
## Cct7          -0.4506553458 0.37810801  0.2169277811 0.75574687 16.30647908
## Ift20          1.2045120569 0.30777592  0.8973325580 1.56064957 16.35836460
## Flvcr2        -1.0081618538 0.13212860 -0.0091695730 3.00945199 16.41015409
## Serpina3k     -0.5738155102 0.08726646  0.2288044003 2.94410153 16.46193061
## Micu1         -0.9278854353 0.12282417 -0.2442145469 3.00049228 16.51364930
## Spg21         -1.2832230535 0.43432375 -0.2247409139 0.09832184 16.56531311
## Crot          -0.4033078153 0.17161184 -0.2121743311 2.40425436 16.61675644
## Adgrg3        -1.6711058095 0.26660671 -0.1698377276 0.86438388 16.66816554
## Echdc3        -1.3378730368 0.22364049 -0.0873908243 2.85899825 16.71952200
## Crybg3        -1.2926577677 0.21604433  0.1772021118 2.88373439 16.77077860
## Ppp1r3b       -2.0138467632 0.51619853  0.1297994144 0.01322663 16.82201084
## Trafd1        -1.6430912469 0.43943108 -0.0938213784 0.04199152 16.87320834
## Ube2i          0.2428482291 0.52359878  0.2209459807 1.16574627 16.92440163
## Arhgap12      -0.9890272243 0.13803360 -0.1988687353 2.99291006 16.97556139
## Ecsit         -1.4498865874 0.29009148  0.2509224630 0.33243345 17.02668734
## Tns2          -1.6678434357 0.51667674 -0.1322314831 0.02928690 17.07778859
## Prps2          0.1701636155 0.21516095  0.3313004446 1.70345704 17.12887831
## Slc16a2       -1.3969521281 0.30042881 -0.0158295132 0.28260204 17.17994826
## Fmo2          -0.7421235429 0.27092268  0.3146908166 1.38380221 17.23091831
## Gjb1          -0.1664448776 0.18861118 -0.1963562547 2.02616857 17.28184568
## Thoc5         -1.6820207080 0.52359878  0.3005463752 0.02772086 17.33273402
## Abi1          -1.4497112553 0.31864534 -0.2423629722 0.17763663 17.38361416
## Serpine2      -0.7338898208 0.08726646  0.2158706236 3.00405524 17.43446392
## C730036E19Rik  0.6166058547 0.52359878  0.3927401354 1.39142119 17.48527301
## Rtn4           0.5114656324 0.52359878  0.4158242467 1.34378664 17.53608189
## 4933411K16Rik -0.4875595703 0.24775414 -0.1020480959 1.73873443 17.58686730
## Snx30         -0.1804478435 0.52359878 -0.1434962706 0.72166424 17.63761574
## Phlpp1        -0.5056811806 0.17353341 -0.1903308641 2.50578351 17.68832581
## Rbm25         -1.3457582419 0.22420121  0.1810244576 2.85953429 17.73903092
## St6galnac3    -1.0467304550 0.13829779 -0.2780635351 3.01074770 17.78972279
## Nbr1          -1.4733222073 0.29833537 -0.2232689939 0.25124239 17.84040878
## Samd1         -0.0131345640 0.35859369  0.2666021269 1.25236652 17.89105021
## Cyp2c70       -0.7115259750 0.08726646  0.1982029444 2.99688583 17.94164278
## Klhdc7a       -1.7871889502 0.51489859 -0.0314021929 0.02238288 17.99220951
## Cry1          -1.8522924511 0.51555266  0.1903222182 0.01922633 18.04277410
## Esr1           0.4256974816 0.18632832  0.7895291858 1.70014906 18.09331812
## Rab17         -0.4224913016 0.20400199 -0.2793005278 2.15886117 18.14383014
## Raet1e         1.1385958238 0.51305427  0.7673019873 1.51817336 18.19433999
## Msi2           0.5647837430 0.52359878  0.2053139281 1.36926546 18.24479538
## Ddx39         -1.3464564374 0.22503736  0.2707017282 2.85335670 18.29521327
## Cir1          -1.4137295765 0.33277922 -0.1453007926 0.15792445 18.34558492
## Pbld1         -0.6160270224 0.11642655 -0.0639939843 2.87936893 18.39595304
## Memo1         -1.4472561960 0.30293908  0.1012677408 0.23911141 18.44631739
## Gm8941         1.1528753454 0.52359878  0.4896218256 1.51809960 18.49667037
## Cct5           0.1992171128 0.52359878  0.2254176419 1.12810557 18.54700993
## Mgll          -1.4293632555 0.28142804  0.2148998189 0.47494159 18.59729032
## Cipc           1.1620931929 0.52359878  0.4670129147 1.51920431 18.64753109
## Atp6ap1        0.5188827182 0.37837994  0.4307080317 1.45723104 18.69775612
## Gm31105       -1.3344432178 0.28235275  0.2726119661 0.54918893 18.74797543
## Mtor          -0.9533926388 0.30666116 -0.0100440826 0.61136428 18.79813615
## Cntfr         -1.0952276856 0.14606341  0.2968156179 3.01220381 18.84827512
## Rack1         -1.4655469646 0.30582335  0.1909526752 0.21594746 18.89840622
## Zfp169        -1.1711686431 0.19071341 -0.2344306208 2.93525844 18.94848660
## Prnp          -0.4348680555 0.45347731  0.5108250614 0.56666101 18.99853652
## Smim10l1      -0.1132698132 0.22472110  0.1806809972 1.76722800 19.04857821
## Bcar1         -0.7141237054 0.28488034 -0.2127819717 1.15798728 19.09857063
## Slc23a2       -1.3781864947 0.31610128 -0.1500968475 0.21729926 19.14855144
## Dnajc1        -0.7685027535 0.37741654  0.2822673849 0.42755606 19.19851165
## Slc25a22      -0.7119450988 0.16964944 -0.1702309775 2.73238276 19.24845809
## Rnf152        -0.8361778163 0.32197378 -0.1455810748 0.61060418 19.29835597
## Adamts6        0.3235928159 0.52359878 -0.1640078207 1.22877291 19.34824603
## Thrsp         -0.3638341795 0.17336918  0.4480351452 2.34597382 19.39803525
## Hacd1         -0.8183550433 0.08726646  0.1910397288 3.02813415 19.44778808
## Ctc1          -0.7606661209 0.20725913 -0.1281595408 2.50708540 19.49751930
## Zw10          -0.4853160998 0.24247624  0.1237182506 1.80126305 19.54717316
## Cbr1          -1.3112161303 0.23130489  0.3144717608 2.76681029 19.59677750
## Prmt3         -0.9373607717 0.16445831  0.2162476700 2.90630145 19.64634911
## Zfp277         0.0889088475 0.08726646  0.0448756407 2.39762793 19.69589066
## Abhd8         -0.8505528955 0.10465254  0.1920412105 3.00815317 19.74542385
## Arhgap6       -0.2698184793 0.33379002 -0.2885589378 1.14243823 19.79494738
## Itpa           2.2025891110 0.08726646 23.9562109436 1.57915889 19.84444343
## Phldb2         0.0793294642 0.52359878  0.1911913558 1.01235039 19.89392581
## Trim37        -1.2955123959 0.23234733  0.3282193191 2.74115947 19.94338529
## Parn           0.2978447691 0.52359878  0.3203345262 1.20960773 19.99278287
## Ubl4a         -1.4467977848 0.30811085  0.2065688619 0.21510057 20.04213430
## Gm35986       -0.7552973200 0.31197793  0.1709580916 0.78374464 20.09144050
## Tyk2          -1.3952750121 0.28220682 -0.2507642924 0.49177629 20.14064662
## Gm14403       -0.6745523144 0.31984236  0.2548446112 0.80953953 20.18980168
## Nfx1          -0.2712257746 0.38321363  0.0036957307 0.94098437 20.23891473
## Mcfd2         -0.9848759735 0.33438519  0.0536838735 0.39671464 20.28801224
## Rfk            0.5126696132 0.52359878  0.3287739368 1.34439382 20.33709964
## Tmem184a      -1.8084648618 0.51594457 -0.1460349233 0.02123992 20.38615432
## Setd1b        -0.5846928473 0.32527664 -0.1486125373 0.87159830 20.43518908
## Dcun1d4       -1.3653954857 0.29145854 -0.1843028788 0.38132767 20.48421086
## Aox3          -0.7851408807 0.09211383 -0.1096564667 3.01062984 20.53322633
## Nampt         -0.8906561893 0.14213816  0.2947442074 2.94606816 20.58223251
## Gm17753        0.3697291850 0.08726646  0.0939645551 2.08820605 20.63123197
## Nnmt          -0.0407726796 0.26795318  0.4533053467 1.54527889 20.68023130
## Pik3ap1       -1.3652609445 0.29533663 -0.0770995370 0.34282302 20.72921888
## Mpnd          -0.7770286713 0.09394527  0.3983116830 3.00480282 20.77820408
## Enpp3         -1.1294300156 0.33300002 -0.2564149092 0.29658978 20.82709454
## Nsun6         -1.4546381016 0.30768153 -0.2412347402 0.21315286 20.87597336
## Nrep          -0.6627342910 0.37649057  0.3106445436 0.52963278 20.92482792
## Sgk2          -0.7219050222 0.20623000 -0.2395836268 2.47442389 20.97364829
## Rangap1        0.4427274517 0.52359878  0.3220446156 1.30652185 21.02239439
## Smim13        -1.0000309485 0.19564692 -0.2284749963 2.81520221 21.07109790
## Tmem8b        -1.0678517395 0.30575469 -0.1112242994 0.50200632 21.11971703
## Ndufb8        -0.9312472310 0.11718149  0.2919195947 3.01118610 21.16831650
## Hps1           1.3176360368 0.48281441  0.6310166115 1.53947819 21.21686798
## Sdhaf1        -0.5098044231 0.52359878  0.3298569498 0.39100053 21.26540276
## Tmem14c       -1.2699864047 0.21644848  0.3158783206 2.86800367 21.31387037
## Slc35f5        0.0968403875 0.12728424  0.3399822296 2.13179985 21.36224387
## Actr6         -1.5274582289 0.33551343  0.2300751932 0.11789074 21.41060550
## Sptbn2        -0.7632864340 0.33729894 -0.1173847096 0.59266202 21.45894728
## Ago4          -1.4981620313 0.25054404 -0.0092783325 2.51596582 21.50723255
## Tm4sf1         0.2690840828 0.52359878  0.2492648873 1.18716956 21.55541852
## Foxk1         -1.4283021216 0.48140307  0.0161843942 0.05754120 21.60360274
## Tkfc          -0.4075098649 0.13406871  0.3262922652 2.64397483 21.65174926
## Prim2         -0.2240336298 0.43509810  0.0571474482 0.84465180 21.69987597
## Pgk1          -0.7298153991 0.15615237  0.3479778470 2.80942927 21.74796757
## Abcb11        -1.1832695965 0.22330227 -0.3306885393 2.75202864 21.79604829
## Maco1         -0.6469869332 0.15334578  0.2659321806 2.75935259 21.84402575
## Mapk14        -0.3518278595 0.52359878  0.2968550523 0.53531330 21.89183627
## Ino80         -1.0895036156 0.32296674 -0.2348484808 0.36726970 21.93963585
## Wwp2          -1.4374275748 0.30057553 -0.0533471621 0.25773073 21.98741901
## Aspa          -0.7788586819 0.08726646  0.3128867855 3.01743798 22.03518283
## Miga2         -1.3859182348 0.25007962  0.2462481308 2.41011727 22.08291707
## Dhdh          -1.4934329812 0.34438276 -0.0176751481 0.11512947 22.13058995
## Slc10a2       -0.2267605863 0.52359878  0.2233962343 0.66923086 22.17825278
## Abcb4         -0.2348987648 0.10995075 -0.1682983452 2.60574869 22.22589673
## Cdc34         -1.4734017255 0.30551749  0.1212665870 0.21353732 22.27350250
## Ppp1r1b       -0.3516838946 0.52359878  0.3705668121 0.53545875 22.32108973
## Tnrc6a        -0.5985621059 0.33384514 -0.0944174888 0.79850532 22.36863337
## Rdh7          -0.5801643879 0.12918053 -0.0819897729 2.81118341 22.41614816
## Raet1d         0.5979621152 0.08726646  1.8156654944 1.89538829 22.46364984
## Chd6          -1.0621151772 0.33785828 -0.2413515948 0.32430533 22.51111704
## Abcg2         -0.8216654966 0.08726646  0.1606681836 3.02898841 22.55852503
## Acsl1          0.3583014529 0.52359878  0.3677290382 1.25324880 22.60592525
## Shprh         -0.4501958731 0.34164128 -0.0623704782 0.92128224 22.65329991
## Gsap           0.1688296429 0.52359878  0.2914692776 1.10042706 22.70063083
## Pfkl          -1.2218067345 0.24582328  0.1697570598 2.38058871 22.74793650
## Parp16        -0.8542614712 0.11501123  0.3058210131 2.99046664 22.79523972
## Manba         -0.7749836730 0.08726646  0.2626048668 3.01633680 22.84252462
## Marveld2      -1.6937189516 0.42770703 -0.0564977735 0.03960902 22.88976785
## Bzw2           0.6304977560 0.09997932  1.1302919007 1.82690562 22.93700327
## Snrnp200      -1.4410518363 0.30057925  0.0491481107 0.25565929 22.98422048
## Fgd6          -0.8560599619 0.19578608 -0.3270619306 2.69999487 23.03139274
## Kmt5b         -1.4097817074 0.24998611 -0.2437713014 2.44135026 23.07851664
## C1qbp         -1.3432441896 0.22335117  0.2925865389 2.86447199 23.12563739
## Slc25a39      -1.2862193508 0.22428587  0.4327011320 2.81997870 23.17270246
## Epop          -0.7482896524 0.28497788  0.2708716394 1.12673909 23.21971871
## Plg           -0.8891957048 0.10084378 -0.0584053378 3.02536628 23.26672189
## Otud6b        -1.0740448548 0.14123674  0.2308393524 3.01395545 23.31350406
## Gabbr2         0.4079172294 0.23658841  0.2178071643 1.61042598 23.36028236
## Macrod2       -1.4189053304 0.29944143  0.0946100949 0.27566555 23.40696197
## Gprc5c        -1.5199161158 0.46075541 -0.0804158354 0.05064698 23.45362796
## Gm31522       -1.3324317439 0.21782493 -0.0436029105 2.89518378 23.50026164
## A430005L14Rik -1.3333912818 0.30540162  0.2173637567 0.29152761 23.54685077
## Trim41        -1.1492473801 0.16852949  0.1949121993 2.98692390 23.59342723
## Pi4k2b        -0.4260715062 0.46111779  0.0526024414 0.56090244 23.64000272
## Ugt2b34       -0.6448846191 0.28236782  0.0946213840 1.24826748 23.68655483
## Cdo1          -0.5583155241 0.30748728 -0.0967260519 1.04201497 23.73309746
## Rmnd1          0.1119481321 0.22699143  0.3848831148 1.68097135 23.77962269
## Inpp5k        -1.1582856870 0.36897347 -0.0728265124 0.19594616 23.82614360
## Gstm7          0.5640931810 0.08726646  0.9133309956 1.91969917 23.87264235
## Trio          -1.0122252375 0.33199113 -0.0070494922 0.38523053 23.91913914
## Slc38a7       -1.3380435390 0.23593638 -0.0889664099 2.72655979 23.96560829
## Ncoa2         -1.4356005800 0.29257828 -0.1954371540 0.31810913 24.01207124
## Idua          -1.5306548619 0.34622893 -0.0369484528 0.10368802 24.05852277
## Dhx36         -0.6237415950 0.14184729 -0.2786931684 2.79178390 24.10497400
## Slc8b1        -1.2275552644 0.33332425 -0.1052926103 0.23818940 24.15140630
## Itih2         -1.3822202524 0.33638214 -0.0384914524 0.16229431 24.19776220
## Sh3d19        -1.4635163959 0.29935281 -0.2069440128 0.25044923 24.24402745
## Uxs1          -0.5412600192 0.48928790  0.1488692347 0.40708897 24.29026314
## Gm38357       -1.0310046754 0.12781050  0.2300303062 3.02279389 24.33632322
## Timm8a1       -0.9830486413 0.12632731  0.3172223479 3.01152623 24.38234691
## Mrpl20        -1.4295906711 0.30141587  0.1352687233 0.25721459 24.42835604
## Guk1          -0.8580345976 0.33272931 -0.0128773974 0.52022880 24.47433905
## Gm826          0.7566536164 0.52359878  0.4588791407 1.44020066 24.52030647
## Nus1           0.6463276895 0.52359878  0.2999188316 1.40305755 24.56627349
## Osbp2         -1.1439958606 0.17953865 -0.1381472050 2.95782499 24.61217949
## Wdr18          0.9053907422 0.52359878  0.4437082881 1.47781060 24.65808411
## Urad          -0.9951843816 0.13207184  0.3139208758 3.00558959 24.70390612
## Mob3b         -1.0657623181 0.13682829 -0.1055870285 3.01861167 24.74971579
## Gm15998        0.4407901941 0.52359878  0.2438221895 1.30539496 24.79548261
## Vps4b         -0.6470050697 0.34723093 -0.0728029508 0.66718904 24.84122089
## Cenpa         -0.7849407127 0.42789833 -0.1130702855 0.31052123 24.88690619
## Gm11832       -0.3957474066 0.32304324 -0.0284947785 1.08599256 24.93252477
## C4a           -1.4147741177 0.30906638  0.1644366881 0.22680206 24.97810450
##                     SWrc Phase_Circ     loggamma      Damped
## Prkd3         0.34653062 1.49737961 -2.360460538 Underdamped
## Ppfibp1       0.53195705 1.92656063 -3.288809928 Underdamped
## V11747        0.03087142 0.19064250 -3.400796913 Underdamped
## Casp6         0.08002053 1.73975306  2.679643578  Overdamped
## Sod2          0.09174463 5.41894629  2.707334132  Overdamped
## Agxt          0.05132367 3.54522658 -3.525075678 Underdamped
## Dnmt3a        0.49818730 0.86346407 -2.956577368 Underdamped
## Gm31333       0.18482235 1.44192849 -0.507237139 Underdamped
## Gde1          0.17020765 5.28634336  0.365734324  Overdamped
## Gabarapl1     0.17433299 2.88057801 -2.850393009 Underdamped
## Mcrip2        0.31083572 4.02881989 -3.701587689 Underdamped
## Fbxo21        0.05675554 3.02555599 -3.255871007 Underdamped
## Dlg1          0.02146641 3.06925822 -2.838845847 Underdamped
## Rorc          0.05943348 6.24958454 -2.272842624 Underdamped
## Odc1          0.26865157 3.86148079 -3.615275523 Underdamped
## Pus7          0.29678251 3.87195220 -3.717313993 Underdamped
## Mtx3          0.43974606 0.44355769 -2.931800227 Underdamped
## Serpinf2      0.07424548 3.81644873 -3.436905112 Underdamped
## Tnnc1         0.11421369 5.18643799  0.391697150  Overdamped
## St6gal1       0.18212343 2.95642591 -2.215715669 Underdamped
## Srm           0.32827118 4.18781741 -3.791691255 Underdamped
## Fgf1          0.06309200 0.30221608 -2.693492083 Underdamped
## Dpy19l1       0.18822898 4.59015396  0.228595219  Overdamped
## Lingo4        0.14271336 0.21191423 -2.911029565 Underdamped
## Ahcy          0.12296043 5.59642636 -0.128246410  Overdamped
## Map3k20       0.05478407 3.23539223 -3.559755853 Underdamped
## Fmo5          0.17805031 0.07188198 -2.067068760 Underdamped
## Abhd6         0.13271363 3.86610060 -3.786728616 Underdamped
## Wdtc1         0.15567527 3.18400308 -3.589948564 Underdamped
## Gm15375       0.32730476 4.31355607 -3.715072331 Underdamped
## Wnt5b         0.14627752 6.13523968 -2.128730461 Underdamped
## Ddah1         0.03363110 3.37710355 -2.937354092 Underdamped
## Col27a1       0.22612905 0.14667995 -3.329677003 Underdamped
## C1rl          0.06181288 3.39529149 -3.446217393 Underdamped
## Arhgef10l     0.03245627 3.57929335 -3.512296701 Underdamped
## Unc93a2       0.32205664 0.57049916 -2.955615586 Underdamped
## Asl           0.17628958 4.31437977 -3.613827896 Underdamped
## Spata13       0.45943630 0.37451589 -3.763103419 Underdamped
## Rcan1         0.19142024 4.04055996 -3.764909614 Underdamped
## Tsku          0.05130159 0.64244865 -3.495728348 Underdamped
## Snx8          0.12586370 0.11433003 -3.582305072 Underdamped
## Nap1l1        0.25630314 5.48863392 -1.102434292 Underdamped
## Slc4a4        0.09812386 2.31676540  1.638678528  Overdamped
## Ptprk         0.13798312 2.21949950  0.916464162  Overdamped
## Amdhd1        0.07872594 3.89307817 -3.635537291 Underdamped
## Mug2          0.23152695 2.67244579 -0.941775558  Overdamped
## Tspan4        0.20100177 4.52036641 -3.562842243 Underdamped
## Agtr1a        0.31960954 1.28610646 -3.842893206 Underdamped
## Serpina5      0.11581927 0.41321911 -3.708528987 Underdamped
## Mrnip         0.08138255 3.78859014 -3.712162825 Underdamped
## Coa6          0.09825997 0.46188683 -3.588841273 Underdamped
## Fmo1          0.06458667 0.43514602 -2.663268503 Underdamped
## Rad50         0.58708862 1.62526795 -2.768012885 Underdamped
## 2810408I11Rik 0.62331900 4.69877094 -3.010513084 Underdamped
## Rmdn3         0.13518602 5.52747562  1.498118720  Overdamped
## Glrx          0.31010376 5.60777682 -2.147353121 Underdamped
## Vac14         0.17031432 0.60927294 -3.595343497 Underdamped
## Caln1         0.11192620 3.74002779 -3.795267284 Underdamped
## Lrrc58        0.06763349 0.29891544 -3.508538649 Underdamped
## Gm16573       0.22476862 5.29731702  0.542850589  Overdamped
## Tmem37        0.25218500 6.02052830 -3.665511024 Underdamped
## Ywhah         0.25740037 4.80980988 -0.170368358 Underdamped
## Tpst1         0.42252998 4.62992481 -3.500678001 Underdamped
## Nsmaf         0.48684408 1.66062981 -1.819006562 Underdamped
## Adh7          0.49611631 5.08592729 -1.856434026 Underdamped
## 4833439L19Rik 0.19356106 0.42199339 -3.776428466 Underdamped
## Uck2          0.42796671 5.11723145 -1.345209436 Underdamped
## Dazap2        0.34335929 1.47628489 -2.017601205 Underdamped
## Arhgap18      0.35242872 2.16011670 -1.165379951 Underdamped
## Gm36041       0.11550162 2.55381992  1.528453187  Overdamped
## Pfkfb1        0.41684035 4.67633437 -2.181687296 Underdamped
## Hs1bp3        0.10982945 3.63887922 -3.711905078 Underdamped
## Serp1         0.18677891 0.36486745 -3.706923969 Underdamped
## Soat2         0.36023418 2.32997294 -0.727189753  Overdamped
## Scap          0.39492760 1.17407910 -3.773451264 Underdamped
## Hdac11        0.11929643 1.81078573  1.520049484  Overdamped
## Eif5a         0.23089069 0.80470286 -3.723300831 Underdamped
## Inca1         0.34832611 1.82657389 -0.404325553 Underdamped
## Lonp2         0.22536421 1.85572806 -0.157408711 Underdamped
## Lipc          0.13940711 3.55337612 -3.686635682 Underdamped
## Gga2          0.06715419 0.01414272 -3.501167245 Underdamped
## E030018B13Rik 0.12982874 4.03914346 -3.722057716 Underdamped
## Serpinb9      0.27476647 1.96148638 -0.285567838 Underdamped
## Hnrnpk        0.48644731 1.00647218 -2.159444823 Underdamped
## Cdk5rap2      0.13771743 2.42433529  2.288578821  Overdamped
## Malt1         0.44621630 1.57887082 -3.029291909 Underdamped
## Esrra         0.37431046 4.34779522 -3.785350075 Underdamped
## Tcim          0.13468430 0.28084108 -2.125431353 Underdamped
## Trp53inp2     0.25757423 5.36795053  1.758288177  Overdamped
## Mrpl15        0.31340407 5.58541207 -0.858967156 Underdamped
## Ttll8         0.29003641 5.51810292  0.655837289  Overdamped
## Grb14         0.12929898 3.46744872 -3.591344466 Underdamped
## Arsa          0.26053905 2.69146229 -3.677403096 Underdamped
## Slc12a2       0.28929731 6.26698437 -3.444406203 Underdamped
## Cycs          0.09376970 0.27601102 -3.358338660 Underdamped
## Lgals9        0.07240526 4.10020094 -3.634134815 Underdamped
## Rap2a         0.17670196 3.60129917 -3.818951795 Underdamped
## Pcdh1         0.24443797 3.86530936 -3.738120351 Underdamped
## Marveld1      0.16794737 4.44909658 -3.657477562 Underdamped
## Pole4         0.53542080 4.91759169 -1.747344673 Underdamped
## Polr2b        0.16478180 4.19224575 -1.775211962 Underdamped
## Gm4756        0.52784494 2.35968377 -1.679009365 Underdamped
## Sap130        0.36892281 0.41430678 -3.829203742 Underdamped
## Nf1           0.06912721 3.42975774 -3.582676191 Underdamped
## Fgfr2         0.52973307 1.42963404 -2.337494892 Underdamped
## Ttc23         0.12404249 0.63515333 -3.193873217 Underdamped
## Atxn2         0.24384434 0.60395783 -3.783190188 Underdamped
## Ywhag         0.15515690 0.24334735 -3.686502916 Underdamped
## Thrap3        0.51992262 1.95435376 -1.432825340 Underdamped
## Nop16         0.53224609 4.99091156 -1.919223651 Underdamped
## Ppp1r14b      0.34489350 3.93810209 -3.868164630 Underdamped
## Car5b         0.24344430 2.17891274  1.594141034  Overdamped
## Mmaa          0.29667796 5.10460319 -0.880973555 Underdamped
## Ces1d         0.25558691 4.44388302 -0.250729685 Underdamped
## Nat8f5        0.23087706 5.93346096 -3.118732376 Underdamped
## Spout1        0.44539462 5.35860051 -1.814329440 Underdamped
## Gphn          0.32272230 2.49159610 -3.741904318 Underdamped
## Prelid3b      0.13116811 5.33456001  1.841189483  Overdamped
## Nat8f6        0.23757497 3.98103675 -0.325984224 Underdamped
## Rhbdd1        0.46009744 0.98462713 -3.110318136 Underdamped
## Phka2         0.37798875 1.36591877  0.602475974  Overdamped
## Jade1         0.12463239 6.20444006 -4.165726041 Underdamped
## Ocln          0.35430748 1.11964859 -2.927519300 Underdamped
## Aspg          0.06606468 3.06127108 -3.504688990 Underdamped
## Alcam         0.23453246 0.64757843 -2.215150311 Underdamped
## Cgrrf1        0.04246002 0.77629630 -3.528625037 Underdamped
## Ranbp10       0.30427128 3.04856492 -2.808209911 Underdamped
## Caprin2       0.33501082 1.21972525 -0.360684562 Underdamped
## Ptprs         0.19892479 2.03908796  1.399667204  Overdamped
## D630024D03Rik 0.06643771 2.98057942 -3.493388939 Underdamped
## BC005537      0.10644984 0.19443670 -2.413271736 Underdamped
## Gda           0.29901726 4.95623193 -0.898215854 Underdamped
## Ndufaf4       0.32112780 4.56412527 -3.733914686 Underdamped
## Lrrc28        0.08725180 0.92300109 -3.575924326 Underdamped
## Abca8b        0.30225074 1.33919589 -3.514539130 Underdamped
## Sort1         0.37341280 2.14676524  0.418960748  Overdamped
## Gm14327       0.10139895 0.42632736 -2.335569862 Underdamped
## Hectd2os      0.07304052 3.45410288 -2.853239450 Underdamped
## Endog         0.15229919 3.75398378 -3.796670997 Underdamped
## Ankrd9        0.11489512 0.16476117 -3.502673220 Underdamped
## Reps1         0.16227124 3.06667688 -3.617545279 Underdamped
## Eno1          0.04901179 0.31502883 -3.567992235 Underdamped
## Noa1          0.34003285 5.26714874  1.196173991  Overdamped
## Acad8         0.08127130 2.34333324  2.972594880  Overdamped
## Nr1d1         0.14191373 2.04276925 -2.509668394 Underdamped
## Aldh8a1       0.28302514 2.52813286 -1.206091022 Underdamped
## Fam47e        0.29620641 4.77656046 -3.238028592 Underdamped
## Plekha6       0.52773573 0.95763077 -3.740615858 Underdamped
## Hras          0.59874538 4.48432766 -3.867885768 Underdamped
## Tbl2          0.54356577 4.63955957 -2.411612817 Underdamped
## Naa60         0.06691728 5.72403459  2.217234081  Overdamped
## Tango2        0.42836216 4.31427580 -2.795579042 Underdamped
## Mcur1         0.21447653 5.45303440  1.000953258  Overdamped
## Hspe1         0.34171204 5.28469231  0.088313641  Overdamped
## Plod1         0.22925193 4.96574363  1.107846090  Overdamped
## Prkca         0.23415805 2.77861916 -1.616514202 Underdamped
## Tsc22d3       0.24320420 4.34475495 -0.303980977 Underdamped
## Rbms1         0.16754337 6.21337570 -3.634879395 Underdamped
## Alpl          0.33683461 0.44349826 -3.694163168 Underdamped
## Plk5          0.52011018 4.68165167 -3.730982037 Underdamped
## Gstm4         0.22595573 2.71390587 -0.692370880 Underdamped
## Aaed1         0.37325656 3.02806279 -2.431976305 Underdamped
## Pycrl         0.75292551 4.49778060 -2.153316422 Underdamped
## Smyd2         0.07947739 0.38185961 -3.513204058 Underdamped
## Dcaf6         0.50945924 0.49955139 -2.739034179 Underdamped
## P4ha2         0.44481582 5.12742616 -0.577685297 Underdamped
## Slc1a5        0.45923615 3.54565467 -3.724599833 Underdamped
## Aco1          0.16864565 0.23330336 -3.445434456 Underdamped
## Tubg1         0.13911396 4.87305809  1.972519367  Overdamped
## Copg2         0.37714326 2.17683536  0.962717217  Overdamped
## Vps41         0.43713699 0.66196974 -3.710781093 Underdamped
## Ctps2         0.44751461 2.30776309 -1.025940829 Underdamped
## Srd5a2        0.12303766 3.92294018 -3.556150428 Underdamped
## Dcaf7         0.21729418 2.39888958  1.499104489  Overdamped
## Ceacam1       0.19256168 1.34980382 -3.790277614 Underdamped
## Meiob         0.35338271 1.28040535 -0.685874671 Underdamped
## Trib3         0.24258275 6.19935008 -4.075397418 Underdamped
## Pdxk          0.11116393 0.72847203 -3.558991521 Underdamped
## Dnaja1        0.33821475 4.30130716 -0.329279043 Underdamped
## Prkar1a       0.26704743 3.56059939 -3.313482930 Underdamped
## Zfyve26       0.31801365 0.37279886 -4.144011107 Underdamped
## Mybbp1a       0.21696169 5.97116946 -1.934430368 Underdamped
## Tor1aip2      0.04374282 3.34478680 -3.516292900 Underdamped
## Ppp1r15b      0.19850657 0.35960331 -3.612718117 Underdamped
## Pvr           0.12423399 6.22781501 -3.564320168 Underdamped
## Stxbp3        0.18471766 3.57306813 -3.758000195 Underdamped
## Mov10         0.53876927 1.20242497 -1.635616498 Underdamped
## Per2          0.12066938 4.24403102 -3.564692196 Underdamped
## Acsl4         0.13653591 0.50198378 -3.520265414 Underdamped
## Gm18337       0.31775746 2.51991956 -1.232118520 Underdamped
## Gm45609       0.22251485 5.91428567 -1.088293017 Underdamped
## Agap2         0.08751208 5.09064157  0.679468819  Overdamped
## Atp6v1d       0.09512964 0.56310300 -2.315461524 Underdamped
## Dph3          0.46186859 5.77893283 -1.849934834 Underdamped
## Gpatch4       0.22241640 4.98679760  1.062853152  Overdamped
## Tut7          0.58538352 2.07110701 -2.259203031 Underdamped
## Setd5         0.46068572 1.64563978 -2.210126345 Underdamped
## Ccne2         0.17950844 0.43675300 -3.616864405 Underdamped
## Cecr2         0.49089131 0.99885431 -3.100201659 Underdamped
## Higd1a        0.84730243 3.96080266 -3.633201798 Underdamped
## Adcy9         0.26038125 2.40173352 -1.321356199 Underdamped
## D16Ertd472e   0.14090700 0.32941915 -3.685059574 Underdamped
## Gusb          0.19220256 4.15730572 -3.538086534 Underdamped
## Kdm3a         0.20201251 2.85334409 -2.751120699 Underdamped
## Aqp9          0.07859902 2.90425692 -3.423964994 Underdamped
## Rhou          0.15006446 3.51247608 -2.112190277 Underdamped
## Cndp2         0.29025444 6.12790105 -3.638172434 Underdamped
## Lonrf1        0.31749383 5.36214052 -2.379394529 Underdamped
## Gpr155        0.15595681 3.76673779 -2.423841681 Underdamped
## Tubd1         0.14753696 0.19368783 -3.433997534 Underdamped
## Hp1bp3        0.43356471 1.43801148 -1.474345440 Underdamped
## 1810013L24Rik 0.29032184 6.22312321 -3.826352655 Underdamped
## Cbs           0.09667617 3.99418947 -3.025014994 Underdamped
## Camk1d        0.13005767 2.59525107  1.396609241  Overdamped
## Sar1b         0.49632030 5.04696748 -2.871992013 Underdamped
## Ccdc50        0.12401876 3.25798633 -3.152004526 Underdamped
## Mettl27       0.21303569 1.91931562  2.779816286  Overdamped
## Dennd1a       0.45209179 2.17057608 -2.919922159 Underdamped
## Gm44421       0.14580652 0.38940336 -2.708051777 Underdamped
## Txn2          0.08825884 0.66695436 -3.718632424 Underdamped
## Vsp35l        0.45712497 1.75962429 -1.585805102 Underdamped
## Dyrk1b        0.15435770 2.95495021 -3.617134857 Underdamped
## Serinc5       0.19151087 2.52921752  2.740163526  Overdamped
## Fam102a       0.11223969 0.64443350 -3.591586804 Underdamped
## Glrx5         0.24423653 0.29028027 -1.905636343 Underdamped
## Aldob         0.15933462 0.55266368 -3.571230816 Underdamped
## Dync2h1       0.15021593 4.51539081 -1.340591709 Underdamped
## Upf1          0.10457466 0.15949975 -3.589772657 Underdamped
## Stom          0.13323350 1.23523413 -3.668977447 Underdamped
## Mtrr          0.41122675 5.00616970 -2.495848535 Underdamped
## Abcf1         0.16737373 0.76575899 -3.732967947 Underdamped
## Sgms2         0.41713223 3.44610775 -3.937510050 Underdamped
## Rnaseh2b      0.24865689 4.56708144 -3.703024673 Underdamped
## Pde4c         0.23088092 1.66507027  0.181633125  Overdamped
## Cnot6l        0.44758903 3.37360156 -3.922764789 Underdamped
## Klkb1         0.32375455 0.23643202 -2.797255446 Underdamped
## Hes6          0.30053553 0.14661110 -3.041853829 Underdamped
## Nr2f2         0.32490498 1.86448119 -0.126137641 Underdamped
## Rfx4          0.30314393 1.57896380 -3.754847577 Underdamped
## Cyp3a13       0.39005400 6.16465602 -4.303680326 Underdamped
## Add1          0.25209199 2.30794382  1.480996265  Overdamped
## Rrp12         0.08651342 0.21964989 -3.640545364 Underdamped
## Mn1           0.49963997 2.09853941 -2.598087050 Underdamped
## Plin5         0.24751804 3.10001508 -4.145904643 Underdamped
## Atp11c        0.63629688 1.15607031 -2.409247801 Underdamped
## Ccdc151       0.12522111 6.24160257 -3.144350095 Underdamped
## Snta1         0.68340900 4.79192053 -3.763891799 Underdamped
## Appl2         0.12012639 3.17870921 -3.685357231 Underdamped
## Cul1          0.22431217 1.37561991 -3.494630072 Underdamped
## Itga8         0.09643677 3.64449150 -3.598518629 Underdamped
## Zkscan17      0.51124272 0.28240806 -2.586695409 Underdamped
## Eva1a         0.17166436 3.51671832 -3.666724263 Underdamped
## Xpo6          0.69535930 2.19754999 -2.811108904 Underdamped
## Ube2f         0.50691066 4.74933319  0.126863402  Overdamped
## Hnrnpul1      0.58031655 1.98788585 -2.556247311 Underdamped
## Arrdc3        0.34134485 2.32988855 -2.117828187 Underdamped
## Lncppara      0.54043286 1.02951056 -2.304479373 Underdamped
## Rell1         0.64191298 0.73229332 -3.792279527 Underdamped
## Zc3h12d       0.16042724 2.69048624  3.325428320  Overdamped
## V11834        0.16987658 3.01042292 -3.789735424 Underdamped
## Fkbp15        0.13237520 3.03228796 -3.352106568 Underdamped
## Defb1         0.17053617 3.70816251 -3.669764514 Underdamped
## Cox5a         0.09732531 0.52925699 -3.666353815 Underdamped
## Tfdp1         0.40000022 5.08895250 -0.685449331 Underdamped
## Cct7          0.47045515 5.02273814 -1.317100478 Underdamped
## Ift20         0.20023638 5.28550301  2.288255401  Overdamped
## Flvcr2        0.16885786 3.62956397 -3.652210873 Underdamped
## Serpina3k     0.14322311 0.03179129 -3.066900912 Underdamped
## Micu1         0.04415864 3.94706416 -3.540389410 Underdamped
## Spg21         0.40793393 0.50778580 -3.095548140 Underdamped
## Crot          0.20817991 3.60259197 -1.998023498 Underdamped
## Adgrg3        0.48281499 0.76878857 -4.476696866 Underdamped
## Echdc3        0.22325762 3.37348246 -3.885134782 Underdamped
## Crybg3        0.27513177 6.05905638 -3.815578965 Underdamped
## Ppp1r3b       0.19137517 3.11496784 -4.605170186 Underdamped
## Trafd1        0.29141739 0.63173898 -3.912484626 Underdamped
## Ube2i         0.42120598 1.98238282  0.605296309  Overdamped
## Arhgap12      0.11316517 3.55623726 -3.564430312 Underdamped
## Ecsit         0.69304933 5.17878372 -3.882899029 Underdamped
## Tns2          0.13242740 6.05174614 -3.807542115 Underdamped
## Prps2         0.30699737 2.28091444 -0.451405531  Overdamped
## Slc16a2       0.88863329 1.49344103 -3.725998407 Underdamped
## Fmo2          0.25715384 5.85173264 -2.321577256 Underdamped
## Gjb1          0.10823533 3.02854526 -1.358173939 Underdamped
## Thoc5         0.25856916 3.62480471 -3.826878211 Underdamped
## Abi1          0.33617532 0.67560969 -3.788612911 Underdamped
## Serpine2      0.07368690 0.13243866 -3.435485633 Underdamped
## C730036E19Rik 0.12614342 5.49746072  1.465905046  Overdamped
## Rtn4          0.35088221 2.35361213  1.223810738  Overdamped
## 4933411K16Rik 0.34509228 2.82501721 -1.824818602 Underdamped
## Snx30         0.36709964 1.54673965 -0.369378917 Underdamped
## Phlpp1        0.34032754 2.96620534 -2.222611928 Underdamped
## Rbm25         0.40965110 0.92936361 -3.900787059 Underdamped
## St6galnac3    0.04801095 3.65689909 -3.695384783 Underdamped
## Nbr1          0.49839795 0.27301346 -3.908839606 Underdamped
## Samd1         0.41705320 4.79683442 -0.362661594 Underdamped
## Cyp2c70       0.04726365 0.08492156 -3.383990975 Underdamped
## Klhdc7a       0.24995935 0.01735164 -4.085792758 Underdamped
## Cry1          0.09171677 2.95310728 -4.234429642 Underdamped
## Esr1          0.18724365 5.16821712 -0.006893145  Overdamped
## Rab17         0.30827156 2.20683276 -1.869300510 Underdamped
## Raet1e        0.22516917 2.55747691  2.647487300  Overdamped
## Msi2          0.31797220 2.47260505  1.346580225  Overdamped
## Ddx39         0.46852361 0.16044186 -3.898672202 Underdamped
## Cir1          0.21634554 0.04241311 -3.662361474 Underdamped
## Pbld1         0.11362048 2.73331442 -2.875802117 Underdamped
## Memo1         0.63119764 3.14159265 -3.833506923 Underdamped
## Gm8941        0.08474553 5.50351037  2.700711182  Overdamped
## Cct5          0.33066703 4.98646265  0.504831951  Overdamped
## Mgll          0.36879190 4.19345062 -3.865961844 Underdamped
## Cipc          0.13668306 5.65153674  2.721936060  Overdamped
## Atp6ap1       0.39309313 5.40684619  0.916062331  Overdamped
## Gm31105       0.26430771 4.95455318 -3.644119981 Underdamped
## Mtor          0.49780099 0.58481498 -2.684132344 Underdamped
## Cntfr         0.10974668 0.62902179 -3.752422183 Underdamped
## Rack1         0.67600134 4.49287236 -3.866147045 Underdamped
## Zfp169        0.15681655 3.25772581 -3.660551734 Underdamped
## Prnp          0.26311351 4.19614945 -1.098983562 Underdamped
## Smim10l1      0.30036772 5.96200005 -1.060561414 Underdamped
## Bcar1         0.44129805 1.70999760 -2.206869462 Underdamped
## Slc23a2       0.33908745 6.15803498 -3.631937104 Underdamped
## Dnajc1        0.52701096 4.24148792 -2.050801635 Underdamped
## Slc25a22      0.29043510 3.07493551 -2.720188067 Underdamped
## Rnf152        0.73767771 1.39108106 -2.365508552 Underdamped
## Adamts6       0.19861919 1.27468209  0.791217591  Overdamped
## Thrsp         0.38116965 0.18429089 -1.896943943 Underdamped
## Hacd1         0.04309462 0.52120923 -3.629973996 Underdamped
## Ctc1          0.48663589 3.13694736 -2.632136731 Underdamped
## Zw10          0.43134713 5.81139106 -1.841185987 Underdamped
## Cbr1          0.51282032 0.41936873 -3.790058112 Underdamped
## Prmt3         0.14062640 6.13878639 -3.270303905 Underdamped
## Zfp277        0.18567936 2.43319303 -1.540921685  Overdamped
## Abhd8         0.06594339 6.02962699 -3.522432826 Underdamped
## Arhgap6       0.30758668 1.15530483 -1.025375999 Underdamped
## Itpa          0.16001653 4.89385974  3.326006981  Overdamped
## Phldb2        0.39797408 1.95656560  0.228780439  Overdamped
## Trim37        0.27759699 6.09472846 -3.749402278 Underdamped
## Parn          0.35785199 1.94010485  0.731930523  Overdamped
## Ubl4a         0.68860276 4.33471709 -3.815523475 Underdamped
## Gm35986       0.32188041 5.24600418 -2.210812002 Underdamped
## Tyk2          0.46982029 2.00517597 -3.784707339 Underdamped
## Gm14403       0.31202924 5.41672775 -1.999993952 Underdamped
## Nfx1          0.47750792 1.07127786 -0.890535917 Underdamped
## Mcfd2         0.52710032 3.26732382 -2.670075235 Underdamped
## Rfk           0.27081790 5.19399401  1.226583006  Overdamped
## Tmem184a      0.26687777 0.91237764 -4.132753001 Underdamped
## Setd1b        0.53561765 1.60721313 -1.776237098 Underdamped
## Dcun1d4       0.65191517 0.33987251 -3.683649610 Underdamped
## Aox3          0.09749170 3.66888645 -3.499436734 Underdamped
## Nampt         0.06077329 1.08036944 -3.308620253 Underdamped
## Gm17753       0.13787469 3.20425226 -0.894308962  Overdamped
## Nnmt          0.32434532 5.66385227 -0.717678383 Underdamped
## Pik3ap1       0.69615496 0.14539049 -3.670121773 Underdamped
## Mpnd          0.11317510 0.28577002 -3.461070360 Underdamped
## Enpp3         0.33706994 1.84002824 -3.007074278 Underdamped
## Nsun6         0.46522892 0.69003530 -3.834970842 Underdamped
## Nrep          0.28488610 5.15213798 -1.809717198 Underdamped
## Sgk2          0.18907365 3.19114622 -2.547863804 Underdamped
## Rangap1       0.28930860 5.71286606  1.065535228  Overdamped
## Smim13        0.26672050 2.86640719 -3.240952823 Underdamped
## Tmem8b        0.61492976 2.03432843 -2.950644485 Underdamped
## Ndufb8        0.10771306 0.42982792 -3.595160135 Underdamped
## Hps1          0.12963876 2.54053724  2.998993325  Overdamped
## Sdhaf1        0.16300754 3.67832358 -1.127750468 Underdamped
## Tmem14c       0.37509842 0.04154026 -3.761507317 Underdamped
## Slc35f5       0.25093674 2.75796599 -1.145202176  Overdamped
## Actr6         0.32802306 4.40082066 -3.916048656 Underdamped
## Sptbn2        0.72537273 1.06332987 -2.151170470 Underdamped
## Ago4          0.72030140 0.48849389 -4.140618945 Underdamped
## Tm4sf1        0.44607681 2.19617066  0.665706595  Overdamped
## Foxk1         0.20954307 6.21682104 -3.326690371 Underdamped
## Tkfc          0.11832424 0.71769172 -2.254581825 Underdamped
## Prim2         0.44388918 1.50059108 -0.654893070 Underdamped
## Pgk1          0.23014752 5.88552060 -2.844237875 Underdamped
## Abcb11        0.16214941 4.07599383 -3.530660727 Underdamped
## Maco1         0.06925812 0.80929862 -2.671655189 Underdamped
## Mapk14        0.35331250 4.69820558 -0.763995987 Underdamped
## Ino80         0.39405688 0.11100371 -2.945733527 Underdamped
## Wwp2          0.70875952 1.27389917 -3.818708328 Underdamped
## Aspa          0.03554218 0.56547536 -3.539030263 Underdamped
## Miga2         0.53815809 4.95203382 -3.884023435 Underdamped
## Dhdh          0.29936349 6.16577157 -3.811610905 Underdamped
## Slc10a2       0.37398584 4.60419507 -0.476017948 Underdamped
## Abcb4         0.23726081 2.81718956 -2.055449982 Underdamped
## Cdc34         0.61731903 2.87216624 -3.885233912 Underdamped
## Ppp1r1b       0.20316287 3.61217057 -0.763664496 Underdamped
## Tnrc6a        0.60944056 1.70510126 -1.782171048 Underdamped
## Rdh7          0.21700227 3.06797507 -2.689275087 Underdamped
## Raet1d        0.24896837 2.51543088 -0.368783219  Overdamped
## Chd6          0.51405145 0.97364344 -2.837592165 Underdamped
## Abcg2         0.07192393 0.36776946 -3.637596596 Underdamped
## Acsl1         0.38679873 5.32335164  0.871137182  Overdamped
## Shprh         0.54013174 2.03142656 -1.417461113 Underdamped
## Gsap          0.47100468 2.11439625  0.434862216  Overdamped
## Pfkl          0.37343535 5.98522643 -3.523309149 Underdamped
## Parp16        0.03944697 6.27042981 -3.436588036 Underdamped
## Manba         0.02877630 0.01035996 -3.530107725 Underdamped
## Marveld2      0.31428777 0.86202437 -4.056101650 Underdamped
## Bzw2          0.15078032 5.23323752 -0.157869957  Overdamped
## Snrnp200      0.80620919 1.44728606 -3.827041118 Underdamped
## Fgd6          0.30572305 2.94795585 -2.908736375 Underdamped
## Kmt5b         0.75448571 0.78344140 -3.939345081 Underdamped
## C1qbp         0.50520750 0.92031166 -3.898796880 Underdamped
## Slc25a39      0.29957054 0.90014234 -3.763316152 Underdamped
## Epop          0.21700838 5.63946266 -2.285197117 Underdamped
## Plg           0.07878218 3.41750942 -3.648484270 Underdamped
## Otud6b        0.11619299 0.68234952 -3.737250289 Underdamped
## Gabbr2        0.22478340 1.77296346  0.190978008  Overdamped
## Macrod2       0.54066967 3.29616652 -3.779839512 Underdamped
## Gprc5c        0.14387653 0.11671384 -3.581476955 Underdamped
## Gm31522       0.21383748 3.41459558 -3.898953907 Underdamped
## A430005L14Rik 0.66529357 5.28072843 -3.563227299 Underdamped
## Trim41        0.10043836 0.26687950 -3.733737225 Underdamped
## Pi4k2b        0.30607861 5.00706255 -1.062020477 Underdamped
## Ugt2b34       0.39627200 4.69052657 -2.056299275 Underdamped
## Cdo1          0.40521889 2.54136888 -1.771743376 Underdamped
## Rmnd1         0.26524137 5.57448681 -0.531925735  Overdamped
## Inpp5k        0.35819717 6.25693850 -2.970934722 Underdamped
## Gstm7         0.13739248 3.01916438 -0.446769322  Overdamped
## Trio          0.59713339 1.81266794 -2.740234602 Underdamped
## Slc38a7       0.35017058 3.21375357 -3.832005026 Underdamped
## Ncoa2         0.96143102 2.48024869 -3.841468344 Underdamped
## Idua          0.30646770 0.82559303 -3.891970964 Underdamped
## Dhx36         0.18501568 3.14129412 -2.696075123 Underdamped
## Slc8b1        0.39979500 6.23028080 -3.232042809 Underdamped
## Itih2         0.23591881 0.01459942 -3.579040024 Underdamped
## Sh3d19        0.67988546 6.01894155 -3.882856277 Underdamped
## Uxs1          0.27069805 3.56600551 -1.267954287 Underdamped
## Gm38357       0.14158897 0.85677982 -3.738035371 Underdamped
## Timm8a1       0.07361287 0.94063476 -3.639284986 Underdamped
## Mrpl20        0.61529764 5.05834668 -3.797871344 Underdamped
## Guk1          0.58886425 4.17762664 -2.382976510 Underdamped
## Gm826         0.16298115 5.88065013  1.788376935  Overdamped
## Nus1          0.32586985 5.30249366  1.534342100  Overdamped
## Osbp2         0.13652374 2.94803802 -3.658365404 Underdamped
## Wdr18         0.25225580 5.65359850  2.130856823  Overdamped
## Urad          0.14504520 0.40785278 -3.622758798 Underdamped
## Mob3b         0.17029172 3.48911722 -3.749889721 Underdamped
## Gm15998       0.34971536 2.52751468  1.061074527  Overdamped
## Vps4b         0.61948554 1.54807096 -1.854402262 Underdamped
## Cenpa         0.35130351 0.66787568 -1.963115260 Underdamped
## Gm11832       0.31402986 2.61268966 -1.348063984 Underdamped
## C4a           0.55598285 4.66591800 -3.738689803 Underdamped

source(PCA_FUN)
Plpa_LiverPC1<-PlotParams2(res.pca_Liver,SWrcsL,data=dataMouseLiver,dataMouseLiver$fits,PC=1)

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.715)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.5)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.25)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.125)) + w^2): Production de NaN

Plpa_LiverPC2<-PlotParams2(res.pca_Liver,SWrcsL,data=dataMouseLiver,dataMouseLiver$fits,PC=2)

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.715)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.5)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.25)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.125)) + w^2): Production de NaN

((Plpa_LiverPC1$plot1+theme(legend.position = "none")+ggtitle("PC1")) / (Plpa_LiverPC1$plot2+theme(legend.position = "none"))) | 
  ((Plpa_LiverPC2$plot1+theme(legend.position = "none")+ggtitle("PC2")) / Plpa_LiverPC2$plot2+theme(plot.margin = margin(0,0,50,0)))

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

AmpDif<-AmplitdueDiffBetweenPC(res.pca_Liver,dataMouseLiver$rna_expr)
boxplot(AmpDif);mean(AmpDif$AmpPC1);mean(AmpDif$AmpPC2)

## [1] 0.6391646

## [1] 0.481691

Human PCA

Load data

load(HUMANDATASET_RDATA)
load(HUMANFITTED_RDATA)

fits<-read.table(HUMANFITS,header=T,fill=T)
fits<-fits[! duplicated(fits$ProbeName) & ! is.na(fits$BF) & fits$omega != 0,] # trouble if omega == 0
rownames(fits)<-fits$ProbeName

# ProbeID rhythmic
SPID<-fits$ProbeName[fits$BF>exp(1)]

Impute missing data for PCA

HT_Desyncfilt<-HT_Desync[,SPID]
HT_Extfilt<-HT_Ext[,SPID]
HT_Resfilt<-HT_Res[,SPID]

library(missMDA)
res.comp_desync = imputePCA(HT_Desyncfilt,ncp=5,scale=T)
res.comp_cr = imputePCA(rbind(HT_Extfilt,HT_Resfilt),ncp=5,scale=T)

FD_Expr<-res.comp_desync$completeObs
CR_Expr<-res.comp_cr$completeObs

FD

source(PCA_FUN)
gff_fd_sync<-PCAplot_Human(Expr=FD_Expr,
  TimeExpr=HT_Desync$Time,
  Dataset="Sync",
  fits=fits,
  fitted_full=Preds_Desync,
  fitted_circcomp=Preds_Desync_circ,
  fitted_swcomp=Preds_Desync_sw,
  linedashedHex="11",
  xlim=c(-80,80),#-80,80
  ylim=c(-35,30),#-30,30
  SWdistr = MeanSWdf,title="Blood FD in-phase")

## [1] "SWrc PC1: 0.375398486473071"
## [1] "SWrc PC2: 0.7828153448645"
## [1] "0|48"  "6|54"  "12|60" "18|66" "24|72"

gff_fd_desync<-PCAplot_Human(Expr=FD_Expr,
  TimeExpr=HT_Desync$Time,
  Dataset="Desync",
  fits=fits,
  fitted_full=Preds_Desync,
  fitted_circcomp=Preds_Desync_circ,
  fitted_swcomp=Preds_Desync_sw,
  linedashedHex="11",
  xlim=c(-80,80),
  ylim=c(-35,30),
  SWdistr = MeanSWdf,title="Blood FD anti-phase")

## [1] "SWrc PC1: 0.375398486473071"
## [1] "SWrc PC2: 0.7828153448645"
## [1] "0|120"  "6|126"  "12|132" "18|138" "24|144"

res.pca_Desync<-GetPCA(Expr = FD_Expr,TimeExpr = HT_Desync$Time,
        fits = fits)

geneList<-sort(res.pca_Desync$var$contrib[,1],decreasing = T)
names(geneList)<-res.pca_Desync$var$Genes[names(geneList)]
geneList<-geneList[! duplicated(names(geneList))]


Endf_DPC1<-ScoreEnrichment(geneList,Score = "decreasing",data="Human")

## Le chargement a nécessité le package : org.Hs.eg.db

## 

## 
## Building most specific GOs .....

##  ( 10189 GO terms found. )

## 
## Build GO DAG topology ..........

##  ( 13854 GO terms and 31336 relations. )

## 
## Annotating nodes ...............

##  ( 8178 genes annotated to the GO terms. )

## 
##           -- Weight01 Algorithm -- 
## 
##       the algorithm is scoring 5150 nontrivial nodes
##       parameters: 
##           test statistic: ks
##           score order: decreasing

## 
##   Level 18:  5 nodes to be scored    (0 eliminated genes)

## 
##   Level 17:  7 nodes to be scored    (0 eliminated genes)

## 
##   Level 16:  13 nodes to be scored   (43 eliminated genes)

## 
##   Level 15:  28 nodes to be scored   (69 eliminated genes)

## 
##   Level 14:  58 nodes to be scored   (163 eliminated genes)

## 
##   Level 13:  97 nodes to be scored   (350 eliminated genes)

## 
##   Level 12:  175 nodes to be scored  (977 eliminated genes)

## 
##   Level 11:  354 nodes to be scored  (2219 eliminated genes)

## 
##   Level 10:  563 nodes to be scored  (3398 eliminated genes)

## 
##   Level 9:   758 nodes to be scored  (4425 eliminated genes)

## 
##   Level 8:   790 nodes to be scored  (5532 eliminated genes)

## 
##   Level 7:   831 nodes to be scored  (6613 eliminated genes)

## 
##   Level 6:   697 nodes to be scored  (7238 eliminated genes)

## 
##   Level 5:   425 nodes to be scored  (7678 eliminated genes)

## 
##   Level 4:   235 nodes to be scored  (7933 eliminated genes)

## 
##   Level 3:   95 nodes to be scored   (8042 eliminated genes)

## 
##   Level 2:   18 nodes to be scored   (8087 eliminated genes)

## 
##   Level 1:   1 nodes to be scored    (8112 eliminated genes)

## Warning in ScoreEnrichment(geneList, Score = "decreasing", data = "Human"): NAs
## introduits lors de la conversion automatique

Endf_DPC1$df

Endf_DPC1$plot

## Warning: Removed 1 rows containing missing values (`geom_point()`).

## Warning: Removed 1 rows containing missing values (`geom_text_repel()`).

#SWrcsH<-GetSWrcHuman(fits$ProbeName[fits$BF>exp(1)],MeanSWdf,HT_Desync,fits)

library(parallel)
library(doSNOW)

## Le chargement a nécessité le package : foreach

## Le chargement a nécessité le package : iterators

## Le chargement a nécessité le package : snow

## 
## Attachement du package : 'snow'

## Les objets suivants sont masqués depuis 'package:parallel':
## 
##     clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
##     clusterExport, clusterMap, clusterSplit, makeCluster, parApply,
##     parCapply, parLapply, parRapply, parSapply, splitIndices,
##     stopCluster

cl <- makeCluster(NCORES)
#clusterExport(cl)
registerDoSNOW(cl)

# Fit for all Genes
SWrcsH <- foreach(i =fits$ProbeName[fits$BF>exp(1)],.packages=c("SWDMr"),.combine="c") %dopar% {
  aa<-GetSWrcHuman(i,SWdf_human=MeanSWdf,HT_Desync=HT_Desync,fits)
  return(aa)
}
stopCluster(cl)

source(PCA_FUN)
#PlotParamsH(res.pca_Desync,SWrcsH,fits,PC=1)
Plpa_DesyncPC1<-PlotParamsH2(res.pca_Desync,SWrcsH,fits,PC=1)

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.715)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.5)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.25)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.125)) + w^2): Production de NaN

Plpa_DesyncPC2<-PlotParamsH2(res.pca_Desync,SWrcsH,fits,PC=2)

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.715)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.5)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.25)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.125)) + w^2): Production de NaN

((Plpa_DesyncPC1$plot1+theme(legend.position = "none")+ggtitle("PC1")) / (Plpa_DesyncPC1$plot2+theme(legend.position = "none"))) | 
  ((Plpa_DesyncPC2$plot1+theme(legend.position = "none")+ggtitle("PC2")) / Plpa_DesyncPC2$plot2+theme(plot.margin = margin(0,0,50,0)))

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

geneList<-sort(res.pca_Desync$var$contrib[,2],decreasing = T)
names(geneList)<-res.pca_Desync$var$Genes[names(geneList)]
geneList<-geneList[! duplicated(names(geneList))]


Endf_DPC2<-ScoreEnrichment(geneList,Score = "decreasing",data="Human")

## 
## Building most specific GOs .....

##  ( 10189 GO terms found. )

## 
## Build GO DAG topology ..........

##  ( 13854 GO terms and 31336 relations. )

## 
## Annotating nodes ...............

##  ( 8178 genes annotated to the GO terms. )

## 
##           -- Weight01 Algorithm -- 
## 
##       the algorithm is scoring 5150 nontrivial nodes
##       parameters: 
##           test statistic: ks
##           score order: decreasing

## 
##   Level 18:  5 nodes to be scored    (0 eliminated genes)

## 
##   Level 17:  7 nodes to be scored    (0 eliminated genes)

## 
##   Level 16:  13 nodes to be scored   (43 eliminated genes)

## 
##   Level 15:  28 nodes to be scored   (69 eliminated genes)

## 
##   Level 14:  58 nodes to be scored   (163 eliminated genes)

## 
##   Level 13:  97 nodes to be scored   (350 eliminated genes)

## 
##   Level 12:  175 nodes to be scored  (977 eliminated genes)

## 
##   Level 11:  354 nodes to be scored  (2219 eliminated genes)

## 
##   Level 10:  563 nodes to be scored  (3398 eliminated genes)

## 
##   Level 9:   758 nodes to be scored  (4425 eliminated genes)

## 
##   Level 8:   790 nodes to be scored  (5532 eliminated genes)

## 
##   Level 7:   831 nodes to be scored  (6613 eliminated genes)

## 
##   Level 6:   697 nodes to be scored  (7238 eliminated genes)

## 
##   Level 5:   425 nodes to be scored  (7678 eliminated genes)

## 
##   Level 4:   235 nodes to be scored  (7933 eliminated genes)

## 
##   Level 3:   95 nodes to be scored   (8042 eliminated genes)

## 
##   Level 2:   18 nodes to be scored   (8087 eliminated genes)

## 
##   Level 1:   1 nodes to be scored    (8112 eliminated genes)

Endf_DPC2$df

Endf_DPC2$plot

PlotParamsH(res.pca_Desync,SWrcsH,fits,PC=2)

## $plot

## 
## $data
##                      Zeta        omega         pl PCA_Contrib       SWrc
## A_32_P224449 -1.472799559 2.783328e-01 0.50239350  0.04248754 0.62921361
## A_24_P329924 -1.362658153 1.847535e-01 3.02020622  0.08098448 0.79286966
## A_23_P46588  -1.108191776 2.608182e-01 1.61893089  0.11913568 0.78064099
## A_23_P39766   0.017338470 4.959984e-02 2.75332595  0.15706236 0.35491918
## A_23_P206585 -1.496125741 1.938327e-01 3.03740543  0.19486332 0.57797774
## A_23_P33886  -0.960474222 3.192099e-01 0.50193337  0.23250492 0.59439636
## A_23_P6303   -0.723297997 3.337801e-01 0.65675148  0.26996309 0.61943681
## A_23_P313560 -1.255222268 2.926159e-01 0.46225480  0.30734917 0.57643704
## A_23_P120414 -1.091027525 2.944116e-01 0.60339833  0.34467745 0.71010329
## A_24_P127928 -0.352341977 5.488213e-02 2.94916783  0.38173364 0.35257864
## A_23_P127964 -0.448577484 6.981317e-01 0.30121795  0.41877966 0.65091182
## A_32_P190181 -1.472623003 1.872654e-01 3.04324438  0.45577919 0.62706045
## A_23_P86550  -0.915469781 4.115663e-02 3.10244755  0.49208975 0.34394412
## A_32_P131940 -1.158452121 2.912400e-01 0.57656657  0.52831141 0.61480345
## CPID_249     -0.178113443 6.283929e-02 2.81562458  0.56441520 0.45696916
## A_23_P335848 -0.571021945 6.981317e-01 0.23019162  0.60033369 0.76228582
## A_23_P69437  -1.495175916 2.794275e-01 0.45589814  0.63621018 0.52827169
## A_23_P325891  0.003256948 6.969543e-02 2.61798646  0.67171148 0.94535568
## A_24_P944154 -1.382498394 1.956563e-01 3.00217000  0.70707179 0.41618685
## A_32_P20454  -0.373208886 3.880102e-02 3.01395634  0.74238354 0.20087775
## A_32_P141938 -1.305963766 2.795295e-01 0.64596627  0.77760462 0.53787302
## A_32_P194182 -0.243404163 6.981317e-01 0.46227152  0.81271489 0.66643657
## A_24_P179611 -0.238130634 6.052580e-02 2.86644244  0.84770032 0.83939816
## A_24_P67552  -0.860034070 3.008895e-01 0.77968384  0.88247773 0.57421752
## A_32_P203939 -0.326024633 5.810304e-01 0.49027214  0.91720752 0.62926191
## A_23_P3632   -0.269297293 5.623491e-02 2.90390998  0.95179197 0.58498750
## A_23_P380954 -1.520039900 2.941231e-01 0.25323697  0.98632725 0.64111172
## A_23_P74241  -1.423597167 1.906780e-01 3.02514362  1.02081666 0.66537692
## CPID_254     -1.250692514 2.870428e-01 0.54705237  1.05526607 0.57806096
## A_23_P118289 -1.354780935 1.922087e-01 3.00178418  1.08969481 0.52707673
## A_23_P436266 -1.390174621 2.647950e-01 1.29834509  1.12405249 0.62060344
## A_23_P3221   -0.609876388 6.981317e-01 0.21109755  1.15840353 0.67724508
## A_23_P150207 -1.711789413 3.667192e-01 0.05648133  1.19264951 0.50694464
## A_23_P300301 -0.185493754 6.495375e-02 2.80941854  1.22680005 0.57839892
## A_24_P485742 -0.302846424 6.582619e-01 0.43974590  1.26081146 0.68075894
## A_32_P127019 -1.371784423 2.816976e-01 0.52514260  1.29472406 0.55053141
## CPID_253     -0.067662973 6.685299e-02 2.70426118  1.32858547 0.41127621
## A_23_P134684 -0.931939955 4.274743e-02 3.10236931  1.36232092 0.32966350
## A_32_P134657 -1.397201588 2.933185e-01 0.33819217  1.39600347 0.66332113
## A_23_P106412 -1.501587870 1.934497e-01 3.03938651  1.42959900 0.63599586
## CPID_250     -0.059726497 6.303247e-02 2.72249919  1.46314256 0.41094922
## A_23_P37424   0.623292987 1.608329e-01 1.69085117  1.49664737 0.56860537
## CPID_255     -0.065901546 6.948001e-02 2.68548244  1.53009930 0.42365579
## A_32_P228124 -0.738900749 6.981317e-01 0.15788755  1.56330137 0.59373389
## A_23_P99540  -0.253108538 6.981317e-01 0.45341215  1.59646621 0.49501814
## A_23_P166826 -0.083012999 5.887695e-02 2.76858990  1.62961019 0.38309821
## A_24_P579984 -1.391530165 2.698017e-01 0.93256283  1.66271302 0.55487651
## A_23_P98173  -1.124038880 6.245893e-01 0.07628362  1.69579994 0.69748821
## A_24_P323265 -1.605219366 2.843668e-01 0.29128586  1.72888183 0.53353797
## A_32_P76602  -1.529974906 2.908722e-01 0.27277827  1.76195046 0.68906557
## CPID_251     -0.108987904 7.167129e-02 2.71002175  1.79499245 0.53903111
## A_32_P67544  -1.003091135 2.785649e-01 1.01179456  1.82801277 0.51833291
## A_24_P319364 -0.445993120 6.981317e-01 0.30290808  1.86096791 0.60927672
## A_32_P184727 -1.361379782 1.944801e-01 2.99832826  1.89390336 0.50732077
## A_23_P108135 -0.121600717 5.959229e-02 2.79349431  1.92677797 0.78004049
## A_32_P123743 -0.341916582 6.981317e-01 0.37805291  1.95958892 0.69716438
## A_23_P53298  -0.091578476 5.334539e-02 2.80996246  1.99228100 0.81095060
## A_24_P174313 -1.052244054 2.599102e-01 1.65229944  2.02492752 0.77269398
## A_24_P219971 -1.527201833 2.564883e-01 2.17482216  2.05756405 0.66633132
## A_24_P922684 -1.248817254 1.851685e-01 2.98331463  2.09016774 0.64529103
## A_32_P145385 -1.501023404 2.819334e-01 0.40221567  2.12275804 0.56602145
## A_23_P124912 -1.330096333 1.901685e-01 2.99874767  2.15533773 0.64257493
## A_23_P50872  -1.424296672 2.635207e-01 1.39843379  2.18782439 0.62431781
## A_32_P159176 -0.395565023 5.835223e-01 0.42438510  2.22018193 0.67226886
## A_23_P200792 -1.620001579 2.954210e-01 0.19552758  2.25242135 0.69981681
## A_24_P883109 -1.460137945 2.771390e-01 0.54658899  2.28459907 0.51908292
## A_32_P179646 -0.363824238 6.981317e-01 0.36106516  2.31677048 0.79151701
## A_23_P141484 -0.030067221 5.371943e-02 2.76128690  2.34894078 0.25506457
## A_32_P171253 -1.448899898 2.872529e-01 0.36561440  2.38109787 0.46022871
## A_24_P67988  -0.476102873 6.981317e-01 0.28372534  2.41325027 0.72026733
## A_24_P925211 -0.444266554 4.727756e-01 0.52128679  2.44533770 0.71926017
## A_23_P40194  -1.219831945 2.720349e-01 1.00404737  2.47740801 0.56573417
## A_32_P94801  -1.306127086 2.758685e-01 0.75639265  2.50935447 0.63094410
## A_32_P155841 -0.470647890 4.764387e-01 0.48943484  2.54128692 0.63506630
## A_24_P196534 -0.433311886 4.632135e-01 0.54948445  2.57310865 0.81671805
## A_24_P382119 -1.613509377 2.704150e-01 0.64470283  2.60488099 0.51282198
## A_24_P916816 -0.440011038 6.981317e-01 0.30685208  2.63664866 0.82541491
## A_23_P376799 -0.088614498 6.174313e-02 2.75482929  2.66841404 0.57705499
## A_23_P158053  0.187579412 6.993088e-02 2.41653840  2.70015114 0.41449229
## A_24_P914817 -1.372335829 1.857354e-01 3.02096752  2.73186376 0.87917224
## A_24_P937119 -1.542795841 1.744881e-01 3.07297385  2.76354446 0.57479300
## A_23_P155276 -1.173819765 2.759093e-01 0.90610123  2.79520966 0.72984826
## A_32_P195346 -1.353165950 2.743579e-01 0.75768895  2.82681308 0.52878948
## A_32_P142149 -0.709295466 2.558814e-01 1.68734950  2.85820597 0.53111326
## A_24_P322444 -1.311509652 2.663060e-01 1.23438509  2.88959115 0.61910251
## A_23_P300600 -1.304806900 2.767422e-01 0.72866455  2.92087772 0.61744510
## A_32_P12820  -0.883483918 2.940295e-01 0.84363906  2.95214385 0.72234540
## A_24_P375592 -1.645226806 2.965684e-01 0.17910402  2.98335958 0.59531326
## A_23_P209740 -1.639935915 2.585905e-01 2.06460102  3.01452510 0.58336168
## A_24_P583330 -1.579325075 2.942774e-01 0.22107953  3.04563846 0.62156210
## A_32_P229104 -0.250061129 5.821536e-01 0.56497961  3.07670871 0.53728480
## A_24_P930337 -1.322083200 1.660167e-01 3.04088759  3.10775190 0.49549605
## A_23_P61748  -1.346164938 1.939484e-01 2.99466691  3.13876881 0.38112032
## A_32_P40673  -1.360712518 2.949251e-01 0.34990069  3.16976541 0.52018509
## A_23_P142310 -0.838282573 6.063507e-01 0.15282403  3.20069687 0.58402477
## A_24_P740662 -0.830267938 3.633800e-01 0.41690872  3.23155832 0.72847564
## A_23_P17163  -1.211010547 2.605483e-01 1.64851267  3.26241726 0.67102264
## A_32_P200429 -1.575832990 2.700597e-01 0.70723834  3.29316033 0.56329432
## A_32_P191074 -1.315431160 1.821086e-01 3.01194809  3.32386211 0.46153552
## A_23_P102575 -1.096881145 6.230846e-01 0.08146400  3.35454885 0.65136479
## A_32_P24965  -0.274450713 4.328745e-02 2.96280036  3.38522477 0.18745678
## A_23_P133596 -1.307815186 2.510039e-01 2.27859763  3.41587576 0.77435908
## A_23_P149938 -0.982929666 2.847186e-01 0.89129891  3.44652040 0.54585622
## A_23_P216038 -0.935551702 3.349959e-01 0.43589002  3.47716249 0.98813699
## A_23_P156732 -0.863177915 3.367690e-01 0.49394064  3.50778258 0.83022604
## A_32_P36235  -0.318051116 6.981317e-01 0.39728131  3.53839298 0.62881923
## A_32_P227110 -0.835601541 3.134681e-01 0.67856627  3.56899975 0.48373722
## A_23_P404606 -1.377512713 2.057263e-01 2.97099466  3.59957585 0.46076577
## A_32_P197489 -0.043574489 4.605821e-02 2.82425787  3.63011381 0.76607253
## A_23_P97250  -1.491413663 1.550185e-01 3.08283982  3.66062721 0.48646151
## A_32_P234294 -0.445688972 6.981317e-01 0.30310753  3.69111814 0.52936272
## A_32_P21459  -0.492453302 4.960996e-01 0.43992161  3.72156601 0.70018778
## A_32_P33213  -1.509787635 2.572098e-01 2.09042906  3.75196892 0.67174378
## A_23_P29994  -0.517056428 6.981317e-01 0.25937446  3.78236782 0.72538341
## A_24_P14010  -1.674487715 2.695983e-01 0.62450511  3.81276491 0.55332756
## A_32_P155091 -0.739754406 2.627318e-01 1.55127256  3.84314784 0.69711835
## A_32_P117186 -1.135247654 2.930138e-01 0.57555815  3.87352405 0.46184473
## A_32_P167631 -1.538103428 2.937061e-01 0.24622642  3.90387382 0.52844518
## A_24_P119482 -0.166417534 5.933752e-02 2.82668757  3.93418256 0.70829576
## A_32_P42976  -1.542219879 2.927528e-01 0.25083258  3.96447374 0.67897146
## A_23_P147729 -1.838387232 3.567472e-01 0.04611121  3.99473689 0.69959036
## A_23_P126803 -1.378449442 1.897257e-01 3.01457267  4.02499140 0.51015448
## A_32_P234661 -1.463131944 2.906243e-01 0.31781960  4.05523444 0.61836535
## A_23_P94319  -1.711674180 2.574211e-01 2.28583637  4.08542345 0.66264577
## A_23_P129786 -0.661350774 4.751196e-01 0.33234131  4.11552258 0.60615341
## A_23_P65481  -0.823531788 6.981317e-01 0.13028064  4.14558444 0.59908337
## A_23_P112801 -1.234137813 6.038270e-01 0.06220438  4.17556093 0.61565992
## A_24_P931955 -1.288854113 2.901345e-01 0.46324362  4.20553642 0.62246819
## A_23_P332908 -0.893106343 3.909096e-02 3.10254428  4.23549792 0.58494805
## A_24_P544543 -0.667190677 3.446359e-01 0.65803998  4.26543932 0.53246093
## A_24_P316305 -1.619457428 2.703375e-01 0.64239771  4.29537764 0.52716491
## A_23_P94301  -0.286539443 2.988689e-02 3.02256662  4.32530131 0.16901442
## A_24_P141332 -1.107535978 5.938984e-01 0.08521847  4.35522374 0.64358446
## A_32_P114860 -1.334566314 1.940167e-01 2.99056959  4.38514335 0.54047020
## A_24_P889980 -0.538706469 3.759225e-01 0.66386847  4.41505767 0.59492346
## A_24_P762886 -1.508242903 2.859394e-01 0.33786202  4.44496415 0.53035217
## A_23_P50678  -0.064330065 7.798396e-02 2.62825095  4.47486723 0.24630949
## A_32_P8251   -1.364041284 2.700906e-01 0.94607381  4.50474088 0.60612495
## A_23_P145904 -0.810435450 2.856755e-01 1.05666425  4.53459157 0.75335725
## A_24_P675731 -0.904078949 3.162545e-01 0.58062973  4.56444043 0.59409307
## A_23_P360215 -0.959914723 3.085814e-01 0.58619879  4.59421977 0.46962979
## A_23_P217804 -0.173614683 5.955055e-02 2.83037899  4.62390882 0.75450281
## A_23_P99536  -1.710789256 2.568971e-01 2.34162169  4.65356679 0.70133146
## A_23_P16806  -0.777838287 5.050727e-01 0.23216376  4.68318893 0.51393362
## A_23_P347070 -0.824922053 2.759118e-01 1.23323381  4.71277023 0.62419216
## A_24_P59722  -0.354530860 6.017483e-02 2.93025155  4.74235062 0.41081305
## A_23_P97621  -0.630190058 1.661453e-01 2.67956813  4.77186259 0.86916574
## A_32_P203615 -0.507556826 4.266001e-01 0.54910578  4.80136495 0.80665186
## A_23_P61688  -1.416118039 2.730991e-01 0.73695949  4.83085790 0.57811167
## A_23_P48387  -0.361916917 6.934202e-02 2.89888508  4.86033973 0.80440227
## A_23_P374284 -1.398990770 1.973942e-01 3.00303384  4.88978977 0.52434652
## A_32_P220580 -1.515963993 2.699948e-01 0.77973181  4.91921292 0.56444116
## A_32_P152544 -1.527524506 1.684591e-01 3.07649639  4.94861505 0.50979085
## A_32_P48198  -1.369897977 1.171839e-01 3.09386130  4.97798757 0.36514865
## A_23_P122127 -0.136657962 7.174522e-02 2.73328911  5.00733506 0.56055492
## A_32_P59737  -0.124375681 7.486234e-02 2.70409093  5.03657690 0.87140121
## A_24_P291598 -1.416119571 1.944154e-01 3.01524600  5.06578367 0.43955338
## A_32_P44808  -0.545404578 6.981317e-01 0.24364594  5.09491580 0.72443683
## A_24_P925361 -1.420827326 2.775094e-01 0.57692509  5.12404768 0.51429939
## A_32_P233834 -1.361125631 1.148406e-01 3.09432945  5.15316020 0.45761549
## A_24_P277955  1.456558111 2.457298e-01 1.57301171  5.18226812 0.35473719
## A_24_P926432 -0.947239709 4.428021e-02 3.10229080  5.21137198 0.26325526
## A_24_P89911  -0.454707685 5.166894e-01 0.44633008  5.24045479 0.60420687
## A_32_P47285  -0.184531491 7.190743e-02 2.77105612  5.26952781 0.66546342
## A_32_P15756  -0.344351700 4.346786e-02 2.98827338  5.29857216 0.11010488
## A_23_P27023  -0.379492924 6.981317e-01 0.34930255  5.32761389 0.70304911
## A_32_P211026 -0.916379320 3.360143e-01 0.44813015  5.35665493 0.66697857
## A_23_P424002 -1.587889408 1.935795e-01 3.05751900  5.38564765 0.48889818
## A_23_P63897  -0.566100740 6.981317e-01 0.23272167  5.41461599 0.58867547
## A_23_P404064 -0.130344338 5.449640e-02 2.82976250  5.44358209 0.35071123
## A_23_P136693 -1.431666597 2.055281e-01 2.99127615  5.47253981 0.53546938
## A_24_P741023 -1.517068618 2.857672e-01 0.33367664  5.50145105 0.53681510
## A_24_P567408 -1.168986300 2.723572e-01 1.04254807  5.53035768 0.61056462
## A_23_P66599  -1.372926245 1.887787e-01 3.01497908  5.55926170 0.63582199
## A_24_P233663 -1.758027872 3.579354e-01 0.05485894  5.58813874 0.46041151
## A_23_P435183 -0.275284534 6.255980e-01 0.49382175  5.61698235 0.76561271
## A_23_P100632 -1.310853406 1.921318e-01 2.98733052  5.64578825 0.35568082
## A_24_P247699 -1.377332092 1.192071e-01 3.09344176  5.67456293 0.70242070
## A_23_P92569  -1.334947573 2.796831e-01 0.61026771  5.70328570 0.57137844
## A_24_P621023 -1.709417023 2.560867e-01 2.41718317  5.73193374 0.57677582
## A_23_P83991  -1.391091373 2.636979e-01 1.39482026  5.76057694 0.62472854
## A_23_P46606  -1.209739080 1.973160e-01 2.92952592  5.78917484 0.38521426
## A_24_P273413 -0.487370778 6.548915e-02 2.96956062  5.81773082 0.33649537
## A_32_P190682 -1.242459847 2.860565e-01 0.57277329  5.84626685 0.58991507
## A_24_P309264 -0.428932220 6.125203e-02 2.95926682  5.87479052 0.31863118
## A_23_P204482 -0.558027455 6.981317e-01 0.23692810  5.90331054 0.67315666
## A_24_P453532 -0.578078521 3.879938e-01 0.57955333  5.93180669 0.77686714
## A_23_P76109  -0.808489584 6.256344e-01 0.15639683  5.96026075 0.62924218
## A_23_P203463 -0.327291253 6.981317e-01 0.38974700  5.98869141 0.62070004
## A_32_P138437 -0.253323814 6.981317e-01 0.45321699  6.01711596 0.67742324
## A_23_P37375  -1.393221513 1.978594e-01 3.00000995  6.04553276 0.40770795
## A_32_P127583 -0.508364019 4.576139e-01 0.48548853  6.07390814 0.80183170
## A_24_P92367  -1.388862739 1.949535e-01 3.00587594  6.10224858 0.53578933
## A_32_P67623  -1.118409305 2.630624e-01 1.50766739  6.13058371 0.62889273
## A_24_P299318 -0.624278795 5.955468e-01 0.25329806  6.15890554 0.67342888
## A_23_P38254  -0.463502273 5.496177e-02 2.99165051  6.18715892 0.16259915
## A_24_P157698 -0.244376428 8.679694e-02 2.74024332  6.21541128 0.55968079
## A_23_P100292 -0.278797497 5.185632e-02 2.92791119  6.24363190 0.26851064
## A_24_P532212 -1.430349282 2.944585e-01 0.30521542  6.27182604 0.66047827
## A_24_P142095 -1.431145738 1.882666e-01 3.03166308  6.30001714 0.61800549
## A_24_P665185 -1.494425406 1.560973e-01 3.08239446  6.32817802 0.51655448
## A_32_P37195  -1.012351948 7.998642e-02 3.07617966  6.35633214 0.31835577
## A_24_P102203 -0.910345372 4.067386e-02 3.10247065  6.38447350 0.32308261
## A_32_P77502  -0.721351331 2.856885e-01 1.13941535  6.41256885 0.65529434
## A_32_P157228 -1.435706210 1.911809e-01 3.02734588  6.44065575 0.59008839
## A_32_P879150 -0.267523522 6.981317e-01 0.44047628  6.46874068 0.54335480
## A_23_P214222 -1.448571501 2.110803e-01 2.97899949  6.49680870 0.47050753
## A_23_P155335 -1.309130208 2.027617e-01 2.95386093  6.52481904 0.36805826
## A_24_P194154 -1.313483820 1.938734e-01 2.98357401  6.55282058 0.39650051
## A_32_P79515  -1.490177491 2.703376e-01 0.78923753  6.58078259 0.57206198
## A_23_P63999  -1.437367759 2.833334e-01 0.43248904  6.60874451 0.63263260
## A_23_P69853  -1.309826534 1.821099e-01 3.01028072  6.63669505 0.56951587
## A_23_P363206 -0.929118056 4.247057e-02 3.10238316  6.66463561 0.28311797
## A_23_P414913 -1.562781232 6.313759e-01 0.02740032  6.69256804 0.55825682
## A_32_P220161 -0.864103540 3.175275e-01 0.61351982  6.72049370 0.54008484
## A_24_P356830 -1.488823359 1.889298e-01 3.04417527  6.74837466 0.58973726
## A_32_P20912  -0.728230510 3.424011e-01 0.60283039  6.77621719 0.51969195
## A_23_P428548 -0.957960048 4.538685e-02 3.10223220  6.80405527 0.41637757
## A_32_P92171  -1.210479203 6.054671e-01 0.06541819  6.83188015 0.64537330
## A_32_P26144  -1.439613863 1.943571e-01 3.02195714  6.85970208 0.59733705
## A_23_P19852  -0.447999443 6.981317e-01 0.30159526  6.88751896 0.88897058
## A_32_P42253  -1.242131054 2.700215e-01 1.07557746  6.91529137 0.60755539
## A_23_P424305 -1.537432181 1.723464e-01 3.07428235  6.94305389 0.49777061
## A_23_P161190 -0.010683086 4.630140e-02 2.79934711  6.97077073 0.38124056
## A_32_P133038 -0.867567043 8.014079e-02 3.05020914  6.99845166 0.18464045
## A_32_P95541  -0.485715358 5.213516e-01 0.41356645  7.02610626 0.60929248
## A_23_P5405   -0.492019008 3.629350e-02 3.05078906  7.05374258 0.28124464
## A_24_P98411  -0.292449816 5.631764e-02 2.91547133  7.08136556 0.33892014
## A_23_P206830 -1.357260019 1.138230e-01 3.09452702  7.10898630 0.56798852
## A_24_P592060 -0.367022053 5.916284e-02 2.93980137  7.13653977 0.19192478
## A_23_P205236 -0.564823036 4.068991e-02 3.05504432  7.16407699 0.53346575
## A_32_P22014  -1.496588370 1.942234e-01 3.03679808  7.19159604 0.65820506
## A_23_P413641 -1.342166855 2.022546e-01 2.96901840  7.21907630 0.38218269
## A_32_P151244 -1.523607848 1.807933e-01 3.06267971  7.24655231 0.61047701
## A_23_P8400   -0.509662491 3.799514e-01 0.68167799  7.27402211 0.50572169
## A_32_P179807 -1.161588007 2.766114e-01 0.89677807  7.30148836 0.62285201
## A_32_P58912  -1.260808170 2.733359e-01 0.90439353  7.32892825 0.50325122
## A_23_P266    -1.330803019 1.901618e-01 2.99899283  7.35636341 0.53026311
## A_23_P305711 -1.354276731 1.916473e-01 3.00296078  7.38379396 0.41303206
## A_24_P400926 -0.777058067 4.031926e-02 3.08892560  7.41120268 0.80872714
## A_24_P355876 -0.620085011 6.981317e-01 0.20633289  7.43859908 0.84635682
## A_24_P107941 -0.500141640 6.981317e-01 0.26919401  7.46593502 0.54295155
## A_24_P256404 -0.331906278 6.711940e-02 2.89136720  7.49326439 0.69768520
## A_24_P246787 -0.909726629 4.061595e-02 3.10247340  7.52056264 0.52886498
## A_32_P67610  -0.735470672 3.220565e-01 0.72241276  7.54784678 0.53129099
## A_32_P864453 -0.866383736 3.340469e-01 0.50488995  7.57512078 0.55755612
## A_23_P61960  -1.303545595 2.027510e-01 2.95152816  7.60233863 0.45592968
## A_23_P386030 -0.379760171 6.306449e-02 2.93141519  7.62950600 0.39421238
## A_23_P81880  -0.546351454 6.981317e-01 0.24313600  7.65666180 0.66707847
## A_23_P12549  -1.393532247 1.897351e-01 3.01884474  7.68381373 0.62289359
## A_24_P418294 -0.788348518 3.960796e-02 3.09122127  7.71095043 0.49599875
## A_23_P213518  0.988222263 3.395224e-01 1.54379024  7.73806651 0.29443815
## A_32_P3021   -0.052338353 5.959011e-02 2.73921385  7.76514866 0.81915427
## A_23_P352484 -0.381658893 5.339768e-01 0.49208317  7.79222207 0.77116846
## A_24_P937965 -1.363677028 1.155173e-01 3.09419617  7.81929260 0.37116761
## A_24_P111342 -0.547243987 5.464764e-01 0.33908438  7.84633857 0.65598253
## A_23_P325411 -0.014029921 5.383830e-02 2.74753644  7.87336602 0.26869274
## A_23_P138194 -1.019193869 6.175409e-01 0.09857552  7.90037467 0.61153815
## A_23_P6413   -0.702107064 6.981317e-01 0.17158522  7.92738159 0.51675821
## A_23_P635    -0.252349896 6.190285e-02 2.86843423  7.95438816 0.67051275
## A_32_P53713  -1.230946005 2.695563e-01 1.10953591  7.98137311 0.56373191
## A_23_P17870  -0.636192534 6.088989e-01 0.23913271  8.00833403 0.54907603
## A_24_P340813 -0.478227328 5.825990e-02 2.98714221  8.03529178 0.27382886
## A_32_P126688 -1.266578710 1.709853e-01 3.01891455  8.06223483 0.71049469
## A_24_P739075 -0.684601119 4.121408e-02 3.07494866  8.08917507 0.11084469
## A_32_P120604 -1.219413774 8.286741e-02 3.09916778  8.11611205 0.30464460
## A_32_P162076  1.373643789 5.788424e-01 1.53361488  8.14304262 0.33550082
## A_24_P659980 -1.347181880 1.829608e-01 3.01937322  8.16996139 0.50605695
## A_24_P128001 -0.158970898 7.551363e-02 2.73014339  8.19684480 0.23195701
## A_24_P323815 -1.085994569 1.663434e-01 2.96851114  8.22372757 0.54268917
## A_23_P91015  -0.460889317 6.981317e-01 0.29327936  8.25058884 0.76724123
## A_24_P139761 -1.227589261 2.894872e-01 0.53154473  8.27743073 0.54271103
## A_23_P217872 -0.489960028 5.046495e-01 0.43065739  8.30426533 0.86972325
## A_32_P234543 -0.277982277 6.981317e-01 0.43125978  8.33106884 0.83971901
## A_23_P47517  -1.268573996 5.890010e-01 0.05961871  8.35786837 0.54410519
## A_23_P128624 -0.582132585 5.372863e-01 0.32278724  8.38466450 0.74906316
## A_24_P668572 -0.680949608 3.777805e-01 0.50737140  8.41142780 0.55763947
## A_23_P253561 -0.432949084 3.563582e-01 0.86693174  8.43818172 0.59969069
## A_23_P155257 -0.740911463 3.143100e-01 0.77928877  8.46492361 0.49528829
## A_23_P61426  -1.392151967 1.926126e-01 3.01228367  8.49165619 0.60926605
## A_32_P192615 -0.916903264 4.129270e-02 3.10244098  8.51838385 0.25410827
## A_24_P270769 -0.931209383 4.267558e-02 3.10237291  8.54509790 0.72423852
## A_24_P928986 -1.355486945 1.819202e-01 3.02360723  8.57181010 0.75715254
## A_23_P22224  -0.722716939 3.968048e-01 0.41657361  8.59851915 0.49984813
## A_32_P148407 -1.511954956 2.764732e-01 0.51340175  8.62519190 0.51514111
## A_23_P19987  -1.512977019 1.897928e-01 3.04807056  8.65186270 0.64316216
## A_32_P234935 -1.333644147 2.538267e-01 2.15894967  8.67847452 0.90708985
## A_23_P13031  -0.792320691 4.342615e-01 0.29654466  8.70504781 0.43524727
## A_23_P359052 -0.590338256 4.065588e-02 3.06003140  8.73160522 0.21049112
## A_32_P138178 -1.527006139 1.682582e-01 3.07660558  8.75815401 0.46937571
## A_24_P281175 -0.421290809 5.743916e-01 0.41127374  8.78468367 0.66946643
## A_32_P125589 -1.391329938 2.870161e-01 0.41536232  8.81112191 0.51984542
## A_23_P153905 -1.488931097 2.924985e-01 0.28406402  8.83754488 0.69889937
## A_23_P122782  1.164638242 2.763712e-01 1.56708694  8.86396186 0.36348681
## A_24_P8140   -1.010172677 2.671906e-01 1.36506653  8.89033762 0.77508022
## A_23_P89159  -1.528111329 2.698099e-01 0.77698447  8.91668288 0.58385416
## A_23_P324490 -1.073457233 2.525658e-01 1.97294590  8.94302501 0.57323263
## A_23_P350824 -1.363309135 2.497807e-01 2.39704391  8.96932712 0.71878092
## A_23_P371885 -0.477987721 4.349770e-01 0.56068366  8.99561075 0.64346356
## A_32_P194372 -1.585149514 2.937564e-01 0.22149204  9.02188278 0.71165459
## A_32_P5040   -1.366481204 1.162656e-01 3.09404699  9.04807435 0.62974134
## A_24_P76898  -1.349740980 2.835459e-01 0.51012771  9.07426071 0.58491324
## A_23_P61623  -0.906306207 6.223016e-01 0.12617412  9.10042433 0.54984039
## A_24_P196704 -0.104043104 7.771525e-02 2.66809510  9.12656728 0.74358943
## A_23_P205529 -0.604811955 6.826576e-01 0.21978534  9.15266465 0.65048930
## A_24_P917136 -0.623962334 5.058381e-01 0.32421370  9.17871489 0.79787086
## A_23_P24997  -0.903282620 6.981317e-01 0.10861341  9.20476284 0.64914494
## A_23_P118633 -0.128954436 6.981317e-01 0.57533487  9.23079334 0.60317419
## A_24_P312325 -1.479291069 2.920845e-01 0.29364888  9.25679249 0.52518289
## A_23_P106127 -0.868739816 3.503543e-01 0.42933646  9.28278625 0.43642500
## A_32_P111394 -0.451638679 9.813345e-02 2.84252331  9.30877985 0.34525301
## A_32_P225301 -1.489146279 1.542113e-01 3.08316674  9.33476767 0.46127056
## A_32_P221590 -1.448874358 1.923393e-01 3.02850602  9.36067145 0.65005845
## A_32_P213509 -1.365008761 2.739743e-01 0.75921913  9.38657360 0.50790972
## A_24_P382266 -1.137278171 8.108112e-02 3.09168874  9.41246974 0.39753945
## A_23_P72627  -1.334599381 1.856431e-01 3.01033320  9.43835045 0.42825569
## A_23_P60296  -1.290370524 1.928627e-01 2.97797246  9.46420556 0.44672385
## A_24_P189516 -1.075123217 8.677175e-02 3.07903382  9.48999131 0.25541856
## A_24_P32085  -0.628589559 3.895190e-01 0.52304808  9.51575729 0.56304529
## A_23_P131363 -1.212001675 2.544078e-01 2.00744849  9.54150849 0.72385674
## A_23_P76901  -0.590851029 6.981317e-01 0.22025415  9.56725717 0.49361666
## A_23_P168567 -0.994582727 6.001538e-01 0.10866975  9.59300415 0.67143952
## A_23_P19102  -0.586786479 3.747343e-01 0.61526355  9.61872170 0.82647543
## A_23_P31873  -1.375471521 1.989245e-01 2.99127531  9.64443699 0.38839684
## A_23_P162846 -0.454446848 6.981317e-01 0.29741017  9.67014951 0.86759834
## A_24_P233786 -1.340097260 6.098987e-01 0.04805685  9.69584132 0.62117009
## A_23_P209088 -1.735524567 3.575962e-01 0.05795105  9.72150595 0.37982901
## A_24_P187948  0.411919199 6.981317e-01 1.15309750  9.74716659 0.46533912
## A_24_P358279 -1.304685520 2.004838e-01 2.95999832  9.77282613 0.43738602
## A_23_P425932 -1.542299689 2.925530e-01 0.25227220  9.79846389 0.67079853
## CPID_1        0.122151649 5.213874e-02 2.63915074  9.82410133 0.14479649
## A_32_P73071  -0.404884182 5.085343e-01 0.50397428  9.84970695 0.61272902
## A_32_P22275  -0.341275999 6.981317e-01 0.37855918  9.87528157 0.46412186
## A_32_P86623  -0.058474693 8.299721e-02 2.58941850  9.90084899 0.55467251
## A_32_P140228 -0.802958915 3.161790e-01 0.69225500  9.92639452 0.62803354
## A_32_P208078 -1.434338939 2.687287e-01 0.95320805  9.95193498 0.55697753
## A_23_P134125 -1.320359187 2.022174e-01 2.96044924  9.97746364 0.34503414
## A_24_P350576 -0.789485821 2.895386e-01 1.01487143 10.00297503 0.51746530
## A_23_P92623  -0.861166823 5.959031e-01 0.14878804 10.02848538 0.54689030
## A_24_P364825  0.180986336 6.112065e-02 2.49862720 10.05397346 0.58750585
## A_32_P13337  -0.753763059 3.820685e-01 0.42736415 10.07946145 0.43728584
## A_32_P173922 -1.781612154 3.566785e-01 0.05257365 10.10492339 0.35831519
## A_32_P127501 -1.424874945 2.769811e-01 0.58793056 10.13036699 0.50251419
## A_23_P209320  0.005290443 3.277076e-02 2.88961229 10.15578685 0.05728492
## A_32_P85880  -0.515175431 5.291691e-01 0.38057487 10.18120588 0.60901722
## A_23_P205575  0.832376970 5.029183e-01 1.46815309 10.20662491 0.60192073
## A_23_P203983 -0.574336738 4.066036e-02 3.05697483 10.23200410 0.19011493
## A_23_P4798   -0.227091964 6.671266e-01 0.50280951 10.25738200 0.67982644
## A_24_P840688 -1.244867499 1.849666e-01 2.98240561 10.28273404 0.82548968
## A_23_P432591 -1.173501687 1.923133e-01 2.93075797 10.30808365 0.44782197
## A_32_P35486  -1.087769302 2.805476e-01 0.86791189 10.33340712 0.46732272
## CPID_252     -1.612225635 2.863300e-01 0.26585491 10.35872265 0.51179546
## A_32_P47510   0.051329246 6.384530e-02 2.61328611 10.38402897 0.59173199
## A_32_P84119  -0.743373648 5.738151e-01 0.20514534 10.40930993 0.77091737
## A_32_P214471 -1.433695586 2.848347e-01 0.41141886 10.43456313 0.51832767
## A_23_P26358  -1.328570264 1.619655e-01 3.04779930 10.45981226 0.49081039
## A_23_P98252  -0.942791453 2.059579e-01 2.70142444 10.48505910 0.56958327
## A_23_P5912   -1.103754276 2.619830e-01 1.56189312 10.51029320 0.77810796
## A_23_P111343 -0.904473208 4.012760e-02 3.10249642 10.53549337 0.29485636
## A_32_P184933 -1.470616376 3.781315e-01 0.08974789 10.56067619 0.39322643
## A_24_P928272 -1.113114424 2.676025e-01 1.29362571 10.58580711 0.63262803
## A_24_P612441 -0.274429778 5.484065e-01 0.58151683 10.61092040 0.64834347
## A_23_P59138  -0.393925208 5.437348e-01 0.46850697 10.63598466 0.55587870
## A_24_P223604 -0.432609381 3.490667e-02 3.04166132 10.66103642 0.15907244
## A_24_P519638 -0.363739287 3.520289e-01 0.96389467 10.68606812 0.68226888
## A_32_P6344   -0.959608711 5.964088e-01 0.11878288 10.71109274 0.60329326
## A_23_P34433  -0.681114319 3.355398e-01 0.69347357 10.73608309 0.45624829
## A_24_P910490 -0.395382016 7.847369e-02 2.88252189 10.76105285 0.46930195
## A_23_P204406 -0.186754754 7.124152e-02 2.77640034 10.78601608 0.66729857
## A_24_P83379  -1.428689171 2.062008e-01 2.98817892 10.81097616 0.41874491
## A_23_P500741 -1.453002481 2.872218e-01 0.36285958 10.83589850 0.67339287
## A_32_P101301  1.485137420 4.534222e-01 1.55190783 10.86080271 0.22191676
## A_24_P534290 -1.215563380 8.213597e-02 3.09925054 10.88569443 0.65637913
## A_32_P38136  -0.917118234 4.131314e-02 3.10244000 10.91057873 0.46810133
## A_23_P103131 -0.358775874 5.472786e-02 2.95249779 10.93545928 0.18053531
## A_32_P152882 -0.540479018 4.112198e-01 0.55269304 10.96032201 0.88385703
## A_23_P104146 -1.422004233 1.506749e-01 3.07654745 10.98517323 0.34508309
## A_24_P298029 -0.227389199 5.825615e-02 2.87101865 11.01002044 0.42557355
## A_24_P460763 -1.507789773 1.609755e-01 3.08025166 11.03485120 0.39012970
## A_24_P685241 -0.928700712 4.242977e-02 3.10238519 11.05967889 0.37237846
## A_23_P63584   0.126750813 7.268145e-02 2.46350308 11.08449866 0.44498730
## A_23_P326296 -0.574013889 4.039674e-02 3.05748538 11.10931819 0.20713239
## A_24_P256325 -0.378424026 5.905558e-02 2.94527950 11.13413365 0.34125432
## A_32_P77225  -1.593118458 2.846441e-01 0.29575005 11.15894797 0.57528734
## A_23_P152505 -0.700908889 6.024843e-01 0.21016731 11.18375302 0.69344696
## A_32_P98059  -1.605417040 2.787618e-01 0.37609758 11.20855610 0.63192813
## A_24_P85418  -0.529892452 3.738642e-01 0.68152788 11.23331735 0.57412127
## A_23_P4551   -1.796772659 3.693578e-01 0.04545609 11.25807354 0.45197481
## A_24_P941708 -1.105440478 2.829186e-01 0.79042955 11.28282772 0.55202899
## A_32_P117730 -0.022990401 6.963765e-01 0.69306445 11.30756742 0.39864150
## A_24_P305597 -1.853820795 3.571008e-01 0.04435717 11.33228434 0.39596558
## A_32_P37247  -1.542012708 1.741738e-01 3.07317011 11.35699433 0.46493283
## A_23_P38567  -1.266349400 1.897656e-01 2.97764886 11.38169260 0.30162013
## A_32_P185361 -1.593605931 2.835302e-01 0.30910699 11.40637008 0.68700597
## A_23_P15146  -1.194607267 2.191208e-01 2.79860500 11.43104629 0.49318680
## A_32_P649    -0.382955672 7.429294e-02 2.89137532 11.45571457 0.61738387
## A_23_P143127  1.487099508 4.239122e-01 1.55448286 11.48038148 0.17273052
## A_24_P194714 -0.808239554 5.927739e-01 0.16902106 11.50503912 0.47158259
## A_23_P359647 -0.885042789 5.892622e-01 0.14327011 11.52966683 0.60108239
## A_23_P17204  -0.546858831 5.063572e-02 3.02800157 11.55423737 0.19675098
## A_24_P119381 -0.353562700 5.749980e-01 0.47076987 11.57880289 0.76773772
## A_32_P94866  -0.558300029 4.771101e-01 0.40961247 11.60336734 0.69478778
## A_23_P154065 -0.686325838 6.295160e-01 0.20419240 11.62788409 0.75367679
## A_23_P102000 -1.847416903 3.518738e-01 0.04732664 11.65239784 0.39212206
## A_32_P12214  -0.436104634 6.981317e-01 0.30945168 11.67690732 0.64946665
## A_24_P345290 -0.395579469 6.981317e-01 0.33755963 11.70138830 0.78397928
## A_23_P425704 -1.530452229 2.568666e-01 2.14382664 11.72586148 0.74105485
## A_24_P706983 -1.344408052 2.897552e-01 0.41885975 11.75032441 0.56785882
## A_23_P207476 -1.346046492 2.031518e-01 2.96753306 11.77476039 0.41226652
## CPID_2        0.009216359 4.377151e-02 2.80368505 11.79919346 0.14270213
## A_24_P380348 -0.923699157 4.194393e-02 3.10240924 11.82362650 0.22902510
## A_23_P147869 -1.468226822 1.915595e-01 3.03483595 11.84803063 0.54996605
## A_23_P80778  -1.322067008 2.038658e-01 2.95529555 11.87242837 0.31893885
## A_32_P37733  -0.902826183 2.391590e-01 2.19754399 11.89680582 0.66327218
## A_23_P20183   1.560423105 3.372109e-01 1.56375683 11.92116022 0.49015428
## A_32_P197561 -0.776362786 3.873360e-01 0.39465157 11.94551416 0.45617720
## A_24_P264685 -0.351737685 6.646810e-02 2.90465224 11.96986004 0.26313154
## A_32_P65067  -1.545326753 2.920211e-01 0.25460630 11.99420137 0.67215935
## A_32_P31300  -0.395124907 6.981317e-01 0.33788684 12.01852643 0.95131811
## A_24_P413437 -0.290182883 6.981317e-01 0.42068939 12.04284916 0.89138145
## A_23_P106859 -1.213790693 8.180139e-02 3.09928805 12.06715880 0.45612249
## A_32_P211048 -1.462837086 2.864672e-01 0.36493302 12.09145107 0.56594505
## A_32_P77742  -0.599165961 4.778763e-01 0.37532502 12.11573053 0.54318862
## A_23_P39844  -1.320533747 2.578309e-01 1.88008182 12.13995249 0.67420884
## A_24_P272310 -0.545206946 4.362750e-01 0.49083439 12.16417444 0.57318992
## A_32_P61708  -1.074300235 1.679161e-01 2.95995408 12.18837536 0.58132299
## A_24_P213924 -1.365801176 1.160837e-01 3.09408343 12.21255831 0.44599422
## A_32_P33765  -0.357575112 6.981317e-01 0.36584636 12.23673980 0.77595509
## A_23_P211773 -1.217961910 1.943013e-01 2.94413927 12.26090828 0.39428090
## A_23_P132417 -0.918474901 4.144240e-02 3.10243374 12.28504784 0.19214728
## A_24_P404628 -0.863368460 3.650383e-02 3.10265780 12.30915442 0.70655864
## A_23_P115286 -1.386187144 1.894873e-01 3.01728916 12.33325290 0.51002377
## A_24_P147190 -1.372680070 1.179370e-01 3.09370682 12.35733960 0.42776104
## A_23_P218523 -0.425960397 6.734918e-02 2.93784091 12.38141565 0.21987964
## A_32_P70135  -1.463084220 2.565049e-01 2.10639918 12.40548863 0.72645463
## A_32_P113317 -0.114921789 5.576019e-02 2.81163930 12.42955352 0.41353012
## A_23_P58353  -1.153089875 2.607397e-01 1.62843403 12.45361762 0.67082954
## A_24_P255218 -0.049284579 8.404624e-02 2.57295590 12.47767069 0.57568725
## A_32_P156171 -0.428208267 5.254290e-01 0.45927744 12.50171553 0.72709328
## A_23_P39019  -0.856358489 6.108646e-01 0.14513332 12.52575174 0.61571382
## A_24_P113295  0.250596156 5.542402e-02 2.47337928 12.54977661 0.31240063
## A_23_P151649 -0.470362222 6.981317e-01 0.28729750 12.57379948 0.63059826
## A_24_P41890  -0.327909897 8.095687e-02 2.83061315 12.59780823 0.23741050
## A_23_P329772 -0.291991085 6.981317e-01 0.41913946 12.62181599 0.76467476
## A_24_P690285 -0.647788424 3.234438e-01 0.81276129 12.64582273 0.57345521
## A_23_P89941  -0.477698589 6.981317e-01 0.28273944 12.66982327 0.54711706
## A_23_P394562 -0.111731305 5.654034e-02 2.80465600 12.69382243 0.29074675
## A_24_P6083   -1.389768537 2.058674e-01 2.97518033 12.71781885 0.43046447
## A_24_P238525 -0.044816403 6.439979e-02 2.70033218 12.74179357 0.24083283
## A_23_P61149  -0.869490090 5.918977e-01 0.14744993 12.76576349 0.64378114
## A_24_P213494 -1.354801611 1.954423e-01 2.99368200 12.78973090 0.53325357
## A_24_P165259 -0.710195986 3.072519e-01 0.88104396 12.81369767 0.52006657
## A_23_P103496 -0.417868464 5.782341e-02 2.96599412 12.83763970 0.77370024
## A_24_P318544 -1.365945524 1.948797e-01 2.99880557 12.86157038 0.39632439
## A_23_P155197 -0.935852091 8.214287e-02 3.06108297 12.88550084 0.42813226
## A_32_P41487  -1.367923405 2.368912e-01 2.73717718 12.90941251 0.60153308
## A_24_P642771 -1.387103479 1.948571e-01 3.00556385 12.93332277 0.50885342
## A_24_P114604 -0.906152347 4.028305e-02 3.10248912 12.95719659 0.52382246
## A_32_P30905  -0.493083815 5.435064e-01 0.38313458 12.98106231 0.82415422
## A_32_P164573 -1.588139906 2.960348e-01 0.20653006 13.00492616 0.49705336
## A_24_P68229  -0.399789877 6.922705e-02 2.91887091 13.02878544 0.52112178
## A_23_P129556 -0.972666758 2.981908e-01 0.68437252 13.05261579 0.48047820
## A_24_P943283 -0.944945701 4.404694e-02 3.10230295 13.07644522 0.55522148
## A_23_P411379 -1.486329994 1.532145e-01 3.08356315 13.10026719 0.47014887
## A_23_P131664 -1.711739668 2.574599e-01 2.28146711 13.12407523 0.63382320
## A_24_P188071 -0.537117372 4.802589e-01 0.42314286 13.14785137 0.94564102
## A_23_P214121 -1.342362167 1.929722e-01 2.99588290 13.17160659 0.52248631
## A_23_P214144 -0.461081829 5.114864e-01 0.44731671 13.19535728 0.76271096
## A_24_P419120 -0.001287099 6.645053e-02 2.64568819 13.21910488 0.37035504
## A_23_P77328  -1.412585107 1.957082e-01 3.01127225 13.24282081 0.48563119
## A_23_P309261 -0.424020654 3.750087e-02 3.03185952 13.26651433 0.17150322
## A_24_P214754 -1.209058614 2.078096e-01 2.88236932 13.29020704 0.37214179
## A_23_P110304 -0.224983717 5.474319e-02 2.88674682 13.31388349 0.50631787
## A_32_P160615 -0.441597597 6.736166e-02 2.94481837 13.33755667 0.47328654
## A_24_P91472  -0.934836996 6.233576e-01 0.11794511 13.36122406 0.63835360
## A_32_P208424 -0.308859837 6.981317e-01 0.40488803 13.38489115 0.60423309
## A_23_P3921   -1.497854852 2.956501e-01 0.25502814 13.40853829 0.53318565
## A_23_P105862 -1.321894241 2.032166e-01 2.95756460 13.43216482 0.39348119
## A_32_P214054 -1.397772263 2.932389e-01 0.33853261 13.45579056 0.61650918
## A_32_P228886 -1.412907583 2.647009e-01 1.29295649 13.47941340 0.62504690
## A_23_P64058  -0.941751581 2.815367e-01 1.00420246 13.50303209 0.64343515
## A_24_P7202   -1.575449955 2.852703e-01 0.29987101 13.52664730 0.73181212
## A_23_P873    -0.544803785 6.981317e-01 0.24397001 13.55026144 0.66818280
## A_23_P166087 -1.128808562 6.044862e-01 0.07908811 13.57387238 0.63404009
## A_24_P300777 -0.633533723 6.981317e-01 0.20021063 13.59747955 0.66299341
## A_32_P227764 -1.490993678 1.548687e-01 3.08290091 13.62108427 0.71091468
## A_32_P104469 -0.658359998 5.796932e-01 0.24420206 13.64468410 0.73913935
## A_23_P27096  -0.582717247 7.950879e-02 2.96844567 13.66826279 0.17188038
## A_24_P84540  -0.812751713 3.225486e-01 0.63201144 13.69183918 0.54516603
## A_23_P152356 -0.105085791 6.981317e-01 0.60069746 13.71541296 0.53636590
## A_23_P50857  -0.302608560 6.841425e-02 2.86908544 13.73894608 0.34214513
## A_32_P72067  -1.489404829 1.956314e-01 3.03236647 13.76247595 0.61390013
## A_23_P206901 -1.405474729 1.979247e-01 3.00373379 13.78597857 0.40889857
## A_32_P197870 -1.113662958 2.921175e-01 0.61142722 13.80944636 0.55141437
## A_23_P72550  -1.364095647 2.056841e-01 2.96589926 13.83291161 0.31223688
## A_23_P421935 -0.378592123 5.481032e-02 2.96045422 13.85637669 0.39603849
## A_24_P728115 -1.634347194 2.931886e-01 0.20173742 13.87984048 0.66250027
## A_24_P213503  0.119979553 6.428755e-02 2.53833121 13.90329200 0.50482536
## A_32_P29442  -1.348095107 2.858514e-01 0.47144567 13.92673902 0.48366462
## A_24_P239811 -0.028780302 5.977786e-02 2.71799447 13.95018393 0.81865030
## A_32_P26422  -1.249789041 1.844296e-01 2.98550654 13.97361786 0.52283771
## A_24_P323932 -0.623723953 4.306964e-02 3.06133418 13.99704523 0.20874988
## A_23_P379736 -1.541567788 4.699596e-01 0.04638888 14.02046630 0.53918119
## A_24_P342328 -0.601593155 6.981317e-01 0.21503938 14.04388311 0.82578720
## A_23_P253841 -1.193001016 2.613906e-01 1.59516209 14.06729247 0.75154587
## A_32_P187458 -1.692978659 2.560146e-01 2.40467923 14.09069964 0.58770801
## A_24_P931939 -0.910222915 5.990959e-01 0.13206107 14.11409807 0.71010174
## A_24_P50818   1.186404045 3.305924e-01 1.55547050 14.13748824 0.25416440
## A_24_P246361 -0.763107528 3.809633e-02 3.09033585 14.16085540 0.26555429
## A_23_P257003 -0.577483270 4.176202e-01 0.50009693 14.18419916 0.46195648
## A_32_P185701 -1.573949995 2.555250e-01 2.30889037 14.20752997 0.75884440
## A_24_P213724 -0.416701179 6.183202e-02 2.95224197 14.23085906 0.48970856
## A_23_P63219   0.038662608 7.149449e-02 2.56863890 14.25414362 0.84544647
## A_24_P264928 -1.505875497 1.993046e-01 3.02909075 14.27741973 0.51384367
## A_23_P55706  -0.865186461 2.966579e-01 0.82767966 14.30068140 0.43775352
## A_23_P56091  -0.963088779 6.108802e-01 0.11381620 14.32393554 0.55040533
## A_23_P157784 -1.406174503 2.068273e-01 2.97807380 14.34716388 0.45538173
## A_23_P107238 -0.428409888 6.311325e-02 2.95297528 14.37038684 0.44454738
## A_32_P43878  -1.625882549 2.944860e-01 0.19805361 14.39360673 0.49401127
## A_24_P216313 -1.158427774 2.060232e-01 2.86205912 14.41681607 0.48505246
## A_23_P103120 -1.430120750 1.939270e-01 3.02025936 14.43999517 0.49383896
## A_24_P159866 -1.519879720 2.715147e-01 0.69208463 14.46316747 0.51384300
## A_23_P26184  -1.217536397 2.530481e-01 2.08216739 14.48633265 0.87677105
## A_32_P55161  -1.518315170 1.649245e-01 3.07834698 14.50948609 0.38911656
## A_23_P106522 -1.011035544 2.841073e-01 0.87230397 14.53262215 0.43944672
## A_32_P72447  -1.646226440 3.675011e-01 0.06523401 14.55574180 0.48069508
## A_23_P16116  -0.021716460 6.914298e-02 2.64636249 14.57885924 0.27994796
## A_32_P137819 -1.104562355 8.354322e-02 3.08579683 14.60195863 0.28853376
## A_23_P384663 -0.391249328 6.411584e-02 2.93301081 14.62505048 0.56836639
## A_23_P170352 -1.342342155 1.976239e-01 2.98337007 14.64811868 0.38006853
## A_23_P142455 -0.774433595 3.868447e-01 0.39744606 14.67116708 0.33985506
## A_24_P103363 -0.441255569 1.125233e-01 2.77694048 14.69420785 0.66820774
## A_24_P928522 -0.205141336 6.981317e-01 0.49835872 14.71724611 0.56965004
## A_23_P65427  -0.990175939 2.770657e-01 1.06459453 14.74025980 0.68110718
## A_24_P136683 -1.661639229 3.551210e-01 0.07027628 14.76327010 0.49138051
## A_23_P64499   1.300341452 6.981317e-01 1.51347661 14.78627944 0.34961783
## A_23_P39034  -1.448651125 2.768342e-01 0.56721978 14.80928413 0.49776361
## A_32_P150449 -1.505610347 1.945069e-01 3.03842214 14.83228528 0.69531445
## A_23_P423419 -0.978515081 2.512502e-01 1.94399817 14.85528178 0.86555393
## A_32_P192293 -1.442482456 1.937573e-01 3.02398238 14.87826500 0.53376984
## A_32_P43436  -1.351668415 2.050756e-01 2.96309532 14.90120713 0.41893286
## A_32_P108203 -1.468411839 2.792000e-01 0.48589675 14.92413066 0.58267759
## A_24_P119283 -0.881937742 3.809849e-02 3.10258883 14.94704254 0.44231288
## A_23_P202769 -1.351436375 2.546535e-01 2.12701267 14.96995031 0.87547547
## A_23_P376239 -1.253562538 1.859175e-01 2.98311866 14.99284356 0.81680632
## A_23_P139575 -1.064172728 6.036688e-01 0.09189427 15.01571902 0.65564523
## A_32_P134090 -1.419806200 1.937571e-01 3.01774147 15.03857383 0.60151592
## A_24_P235266 -0.636593735 6.981317e-01 0.19884180 15.06139026 0.67163565
## A_23_P108522 -0.597162668 5.541503e-01 0.29835599 15.08418133 0.48548027
## A_32_P209582 -1.545451730 2.903028e-01 0.26845394 15.10696596 0.54464706
## A_23_P115922 -0.435803851 6.981317e-01 0.30965263 15.12974688 0.64158342
## A_24_P155761 -0.129422398 7.182029e-02 2.72673492 15.15251397 0.69867978
## A_32_P70158  -1.343393750 2.012729e-01 2.97268940 15.17527696 0.39938469
## A_32_P134493 -0.576546719 4.193977e-01 0.49692579 15.19803656 0.67913568
## A_23_P258221 -0.455940596 6.981317e-01 0.29644786 15.22078811 0.65884389
## A_32_P40493  -1.394878174 2.589591e-01 1.83525720 15.24352769 0.66951547
## A_32_P50846  -1.564679707 1.835058e-01 3.06664290 15.26626276 0.50564579
## A_24_P175347 -1.375364459 1.813788e-01 3.02978800 15.28899740 0.55198995
## A_32_P146844 -1.432721785 2.917912e-01 0.32751299 15.31172757 0.44688670
## A_24_P410809 -0.149694914 8.032553e-02 2.69414696 15.33443251 0.71195626
## A_32_P188752 -0.507471157 4.627860e-01 0.47730565 15.35713581 0.48391562
## A_32_P234604 -1.733761955 3.568637e-01 0.05858282 15.37983724 0.32427222
## A_32_P221641 -1.538576734 2.899932e-01 0.27524181 15.40249133 0.59227850
## A_23_P41854  -1.963413119 6.365228e-01 0.01077060 15.42514522 0.57651044
## A_23_P66774  -0.395056126 6.981317e-01 0.33793637 15.44779280 0.79177446
## A_23_P312610 -0.433086379 3.189965e-02 3.05058961 15.47044023 0.19432777
## A_23_P55468  -1.376611180 2.059342e-01 2.96992821 15.49308730 0.43913946
## A_23_P142750 -1.396163122 2.029467e-01 2.98680112 15.51573017 0.45553017
## A_23_P151426 -1.227094896 2.939682e-01 0.47190017 15.53836308 0.42979766
## A_32_P184417  1.263019066 1.754049e-01 1.59323712 15.56097016 0.16279180
## A_32_P355396 -1.308530179 2.074286e-01 2.93535495 15.58353520 0.44238055
## A_32_P48156  -1.148788578 2.902039e-01 0.60262253 15.60609444 0.54372464
## A_23_P98232  -0.452309496 6.213920e-02 2.96588177 15.62865210 0.36498353
## A_23_P367405 -1.318194587 1.040314e-01 3.09626409 15.65120028 0.52910473
## A_23_P167194  0.930618531 4.413524e-01 1.50678667 15.67374064 0.27597669
## A_23_P91699   0.897921938 3.396706e-01 1.53749575 15.69627960 0.24976607
## A_23_P252653 -0.643551529 6.117673e-01 0.23372159 15.71881378 0.67727949
## A_23_P68899  -0.870506220 5.944943e-01 0.14617147 15.74132857 0.59154121
## A_23_P43504  -1.063132345 8.049354e-02 3.08293576 15.76382996 0.35089410
## A_23_P37484  -0.743361379 5.569564e-01 0.21454335 15.78632103 0.47431329
## A_23_P72537  -1.039826638 2.682283e-01 1.31088678 15.80880506 0.63914542
## A_23_P4885   -0.469760005 3.889211e-02 3.03895049 15.83128539 0.13117912
## A_32_P5542   -0.566619614 4.914120e-01 0.38357486 15.85374918 0.65581481
## A_23_P100660 -0.071343316 6.981317e-01 0.63740453 15.87619325 0.55334180
## A_23_P58002  -1.371073927 1.175016e-01 3.09379637 15.89863421 0.82535161
## A_24_P51360  -0.475181711 6.591252e-02 2.96349378 15.92106653 0.28687863
## A_32_P206391 -1.302784686 2.908539e-01 0.44124671 15.94347095 0.59820143
## A_23_P24870  -1.279220074 1.490134e-01 3.05329002 15.96587238 0.29246826
## A_23_P126135 -0.685155140 6.125272e-01 0.21267061 15.98825281 0.55833131
## A_23_P78677  -0.858455138 6.562896e-01 0.13068797 16.01060684 0.61760207
## A_23_P356565 -0.832417512 2.565460e-01 1.70775228 16.03292632 0.76732590
## A_24_P936122 -1.428301016 2.778469e-01 0.55974410 16.05521372 0.56808261
## A_24_P156566 -0.103214462 7.245676e-02 2.70006735 16.07750063 0.45084112
## A_23_P25974  -0.512092375 6.791438e-01 0.27160814 16.09977735 0.70502962
## A_24_P290874 -1.468412780 1.470222e-01 3.08585752 16.12204945 0.60084478
## A_23_P417383 -1.353120579 2.076893e-01 2.95398453 16.14430422 0.36986267
## A_23_P97442  -0.329368789 6.382687e-02 2.90336999 16.16652260 0.53981462
## CPID_110     -1.715093780 2.594560e-01 2.00734588 16.18873603 0.60618498
## A_23_P20980  -0.719744740 4.353944e-01 0.34478093 16.21093425 0.67350783
## A_23_P88411  -1.438960466 1.943126e-01 3.02187264 16.23312206 0.41159079
## A_24_P32735  -0.944764079 3.776682e-01 0.29428179 16.25530300 0.53345772
## CPID_109     -0.585437898 6.027633e-02 3.01595173 16.27748220 0.27716303
## A_32_P62371  -1.258698899 2.912845e-01 0.47596508 16.29965942 0.58403156
## A_32_P507580 -0.080769816 8.560333e-02 2.59532535 16.32183493 0.60828243
## A_32_P34064  -1.187231018 2.672249e-01 1.26499807 16.34396022 0.71185742
## A_23_P361584 -1.022622337 6.237318e-01 0.09642595 16.36605959 0.50347508
## A_23_P92786  -0.135434927 5.026399e-02 2.85760784 16.38812408 0.27190069
## A_32_P103771 -0.929440135 6.214335e-01 0.11992999 16.41018643 0.56850722
## A_24_P734406 -1.506410195 2.917748e-01 0.27937412 16.43224313 0.55291745
## A_24_P7085   -1.283544820 2.007049e-01 2.95036334 16.45429652 0.47867700
## A_24_P136807 -0.510884082 6.188435e-02 2.98837394 16.47633180 0.31602515
## A_24_P231057 -1.391876293 1.957699e-01 3.00483434 16.49836380 0.50574009
## A_23_P216402 -0.618765337 4.756610e-02 3.05143696 16.52039355 0.28982832
## A_32_P124493 -0.357737545 5.179005e-01 0.53739430 16.54241930 0.58233770
## A_24_P927222 -0.376361945 7.942955e-02 2.86770869 16.56441809 0.66444945
## A_32_P147969 -1.440047282 1.927374e-01 3.02540799 16.58640904 0.63294498
## A_32_P214860 -0.484836246 4.444269e-01 0.53363949 16.60838159 0.50492513
## A_23_P86570   0.060639557 4.623925e-02 2.74460053 16.63034220 0.23287351
## A_24_P554156 -1.156606424 2.947490e-01 0.53065849 16.65227287 0.50138833
## A_24_P113521 -1.238793226 8.664894e-02 3.09872272 16.67419537 0.27118056
## A_24_P848352 -0.855872695 3.527470e-01 0.43156314 16.69609087 0.60931658
## A_32_P215462 -0.856266706 3.474925e-01 0.45172417 16.71798248 0.75787227
## A_32_P165990 -1.730426120 2.704231e-01 0.52099764 16.73985103 0.54643776
## A_24_P182764 -1.536038050 1.717940e-01 3.07460923 16.76171316 0.48906921
## A_23_P259641 -0.017982346 4.433591e-02 2.81873978 16.78357153 0.31586211
## A_32_P230537 -1.471587308 2.816557e-01 0.43228526 16.80542951 0.50792779
## A_24_P357688 -0.275928906 7.853622e-02 2.80557131 16.82728361 0.47289716
## A_23_P154605 -0.418626109 6.981317e-01 0.32131817 16.84913589 0.59136961
## A_32_P176609 -0.216081401 5.327673e-02 2.88895046 16.87096576 0.51240231
## A_23_P126197 -0.491330924 3.973665e-02 3.04168570 16.89279231 0.40383371
## A_32_P70875  -1.662730471 2.852766e-01 0.24764637 16.91461470 0.58683572
## A_23_P33723  -1.233873943 6.145034e-01 0.06068074 16.93643544 0.96037741
## A_32_P222060 -0.634439735 3.817284e-01 0.54110086 16.95825258 0.55760149
## A_24_P201064 -0.805876174 6.122125e-01 0.16221614 16.98004712 0.46905541
## A_23_P47848  -1.310310264 2.005394e-01 2.96209809 17.00184078 0.40740141
## A_24_P96171  -0.780290985 5.916510e-01 0.18051891 17.02362170 0.61794472
## A_32_P143637 -0.567724663 6.352275e-01 0.26245541 17.04540253 0.72289196
## A_32_P98940  -1.574668543 2.913292e-01 0.24372878 17.06716169 0.56567075
## A_24_P412943 -0.773235166 6.981317e-01 0.14606274 17.08891852 0.68037292
## A_32_P167883 -1.545310137 2.892995e-01 0.27741318 17.11064514 0.55318008
## A_32_P45375  -1.211004322 8.127825e-02 3.09934626 17.13234849 0.32427378
## A_23_P132248 -1.221683368 8.468115e-02 3.09825276 17.15403009 0.40569861
## A_23_P98183  -1.398700061 1.962219e-01 3.00584672 17.17570539 0.37104015
## A_32_P109078 -1.216161405 8.224915e-02 3.09923781 17.19737301 0.26919859
## A_32_P164378 -0.556073463 6.981317e-01 0.23795671 17.21903524 0.69213431
## A_23_P339079 -1.189174376 2.538375e-01 2.01628892 17.24069463 0.73262365
## A_23_P78372  -1.050021922 2.678958e-01 1.31800176 17.26233640 0.58927056
## A_23_P149664 -1.392069557 2.822574e-01 0.49385765 17.28397020 0.57100410
## A_23_P27627   0.051458418 5.697957e-02 2.66647879 17.30557888 0.35079466
## A_23_P110492 -0.968521271 3.041801e-01 0.61999553 17.32716957 0.54926385
## A_24_P75700  -1.045142973 1.940050e-01 2.85355583 17.34875585 0.49195512
## A_23_P213883 -1.081467036 1.934347e-01 2.87809209 17.37027604 0.63782629
## A_23_P110473 -1.556681495 6.078731e-01 0.02934142 17.39179342 0.71613676
## A_23_P64343  -0.621229477 6.981317e-01 0.20580509 17.41330819 0.52642137
## A_23_P65609  -0.345308399 7.546747e-02 2.86495681 17.43481232 0.69600706
## A_24_P592421 -1.586175916 2.858810e-01 0.28622212 17.45629891 0.55067907
## CPID_111     -1.634170488 2.595410e-01 1.92795170 17.47776730 0.64735310
## A_23_P405175 -0.361812959 6.415792e-02 2.91868770 17.49922760 0.37466515
## A_32_P52046  -0.902455302 6.981317e-01 0.10881888 17.52066522 0.89233554
## A_24_P307759 -0.159469360 6.449477e-02 2.79308784 17.54209556 0.53772869
## A_24_P899020 -1.129684750 2.844850e-01 0.72819345 17.56351804 0.61567769
## A_24_P272713  1.778521663 1.388881e-01 1.58207334 17.58492905 0.31375405
## A_32_P57140  -1.525918619 2.924595e-01 0.26226397 17.60632982 0.58618573
## A_23_P313645 -1.326709235 2.005109e-01 2.96870752 17.62771396 0.39721188
## A_32_P226356 -1.440113589 1.661955e-01 3.06455022 17.64909481 0.31442511
## A_24_P244410 -1.299871824 1.927836e-01 2.98166974 17.67046927 0.39182779
## A_23_P117623 -1.262610654 2.439363e-01 2.48397302 17.69184127 0.60782051
## A_32_P184746 -1.358841132 1.944526e-01 2.99756948 17.71321313 0.41893213
## A_32_P19561  -1.493481761 1.557585e-01 3.08253540 17.73458287 0.51482850
## A_23_P361014 -0.846481977 6.383298e-01 0.13951669 17.75595228 0.53576633
## A_24_P373297 -0.919061749 6.018051e-01 0.12858457 17.77731510 0.73729983
## A_23_P380724 -0.912049100 4.083373e-02 3.10246303 17.79866288 0.21645846
## A_24_P140171 -1.655868096 3.546012e-01 0.07156635 17.82000248 0.57130090
## A_23_P57736  -1.332117871 6.042907e-01 0.04960867 17.84134080 0.47134209
## A_24_P396167 -0.881757624 4.443368e-01 0.23268818 17.86265156 0.40794001
## A_24_P178106 -0.523391591 5.622141e-02 3.00748240 17.88394562 0.24485026
## A_24_P497244 -0.579763730 3.398379e-01 0.78408889 17.90522340 0.37524387
## A_23_P125348 -1.196373933 7.858577e-02 3.09963750 17.92647641 0.29867001
## A_24_P7934   -0.111508282 1.872174e-02 3.03084225 17.94772778 0.03416217
## A_24_P914649 -0.621050998 3.507184e-01 0.67890408 17.96896583 0.48083908
## A_23_P35906  -1.127727173 6.557784e-01 0.07066249 17.99019205 0.33368616
## A_23_P140309 -1.242901457 2.675157e-01 1.20947823 18.01139752 0.62032425
## A_32_P185507 -0.534849003 7.051525e-02 2.97367539 18.03260205 0.20640176
## A_24_P58477  -0.260167794 7.974011e-02 2.78822155 18.05377959 0.55262323
## A_23_P164718 -0.864497950 6.569490e-01 0.12872594 18.07493195 0.73377342
## A_24_P307375  2.290381668 2.970022e-03 1.79288073 18.09608044 0.50692771
## A_23_P160862 -0.135479010 7.389707e-02 2.71955209 18.11722669 0.48174751
## A_24_P108311 -0.462006230 4.964122e-01 0.46708510 18.13837232 0.63553275
## A_24_P72420  -1.293476002 4.686901e-01 0.08242677 18.15951560 0.73033553
## A_24_P315564 -1.355598914 2.874074e-01 0.44085833 18.18064579 0.56016564
## A_24_P342086 -0.785385071 1.622685e-01 2.82288578 18.20177071 0.66521162
## A_23_P158007  0.051535719 6.576981e-02 2.59833972 18.22288578 0.42060812
## A_32_P166356 -1.549909879 1.773699e-01 3.07110350 18.24399942 0.49634873
## A_24_P918147 -0.304564519 6.401551e-02 2.88913353 18.26509832 0.21545127
## A_24_P66548  -0.525420039 6.566704e-02 2.98326395 18.28619535 0.26206973
## A_24_P346604 -1.327740737 1.913027e-01 2.99520776 18.30728919 0.42415571
## A_24_P602168 -1.424085670 1.931441e-01 3.02024713 18.32837487 0.40781809
## A_24_P204214 -0.208887245 7.814269e-02 2.75667679 18.34944037 0.68920157
## A_32_P208039 -1.474067578 1.805834e-01 3.05347897 18.37049886 0.62207280
## A_24_P95273  -1.533440951 1.954127e-01 3.04321259 18.39155451 0.41916074
## A_23_P150919 -1.583672010 2.762158e-01 0.45264565 18.41260407 0.52837536
## A_24_P82948   0.247899313 4.785916e-02 2.55169823 18.43365103 0.72502479
## A_23_P215140 -1.419555636 1.945065e-01 3.01602992 18.45466699 0.38212030
## A_32_P150086 -0.634236393 5.875419e-02 3.03230432 18.47568221 0.48562093
## A_23_P152655 -1.088125762 2.618138e-01 1.57012313 18.49669211 0.78513593
## A_23_P426292 -0.866360493 6.139060e-01 0.14087099 18.51770184 0.56151650
## A_23_P41734  -1.121422607 6.238392e-01 0.07687394 18.53871022 0.59092724
## A_23_P206310 -0.649232203 5.782882e-01 0.25005838 18.55971322 0.62651588
## A_23_P376088 -1.552135001 2.698483e-01 0.74700639 18.58071553 0.52914542
## A_24_P944253 -0.581553043 3.773408e-01 0.61153477 18.60170637 0.49907953
## A_24_P627306 -1.831594460 3.576192e-01 0.04645932 18.62269313 0.47031242
## A_23_P32975  -1.185053826 2.001570e-01 2.90572137 18.64366490 0.41010543
## A_23_P170820 -1.138538640 2.925720e-01 0.57828542 18.66463662 0.58197119
## A_23_P52826  -1.300836349 2.300116e-01 2.77378062 18.68557673 0.49095250
## A_24_P722473 -0.889171746 3.873841e-02 3.10256025 18.70650522 0.36780969
## A_23_P109410 -1.291820072 2.072364e-01 2.92834405 18.72742727 0.39107599
## A_32_P138617  0.155387712 3.975421e-02 2.72324340 18.74834466 0.44653782
## A_23_P143569 -1.016952641 6.362942e-01 0.09497906 18.76926137 0.58311710
## A_23_P71741   0.239477259 6.203925e-02 2.42470556 18.79016855 0.22943278
## A_24_P277331 -1.338148158 1.896555e-01 3.00253654 18.81107003 0.41636465
## A_23_P214876 -0.536118059 6.133982e-01 0.29486366 18.83197108 0.64230056
## A_24_P754185  0.026769762 6.624912e-02 2.61967460 18.85287137 0.53917816
## A_32_P105281 -1.243836039 2.398089e-01 2.56572868 18.87376121 0.44098535
## A_32_P160670 -1.436184374 1.960583e-01 3.01731636 18.89463629 0.46742412
## A_24_P706314 -0.460830825 6.299697e-02 2.96661192 18.91548654 0.18196260
## A_24_P203886  4.982601207 5.940923e-05 1.59372650 18.93632808 0.49946583
## A_23_P54891  -1.334902654 2.015188e-01 2.96861394 18.95716342 0.40517079
## A_32_P35303  -1.065418297 5.748401e-01 0.09853251 18.97799766 0.78550832
## A_23_P133133 -1.440291043 2.097928e-01 2.98049355 18.99883101 0.49169232
## A_23_P60047  -1.356701857 1.932304e-01 2.99992018 19.01965800 0.51854842
## A_24_P297798 -1.114204210 1.978085e-01 2.87720208 19.04048071 0.51362756
## A_32_P165407 -0.524660368 5.023476e-01 0.40400911 19.06130075 0.60881993
## A_24_P921801 -0.102441904 6.338393e-02 2.75567886 19.08210762 0.29370964
## A_23_P74088  -0.599055833 4.797862e-01 0.37289733 19.10290299 0.46041536
## A_23_P4922   -1.236657292 8.622383e-02 3.09877422 19.12369094 0.27462277
## A_23_P56150  -0.294413048 6.981317e-01 0.41707017 19.14447578 0.71200575
## A_23_P398460 -1.332892503 1.963315e-01 2.98366909 19.16524572 0.51011199
## A_32_P12703  -1.542810523 1.744940e-01 3.07297015 19.18600903 0.50710347
## A_23_P109201 -0.850284408 6.275917e-01 0.14162719 19.20677234 0.57777432
## A_24_P916288 -0.248249590 3.051729e-02 3.00893229 19.22753379 0.13856738
## A_24_P177631 -1.199026377 7.906720e-02 3.09958643 19.24828763 0.44829992
## A_24_P114459 -1.150029872 1.802673e-01 2.95829069 19.26904130 0.53621312
## A_32_P226556 -0.460418612 6.981317e-01 0.29357944 19.28977894 0.65018529
## A_23_P396626 -0.894189177 3.531966e-01 0.39743998 19.31051172 0.55342137
## A_23_P60534  -1.627770562 3.577153e-01 0.07413556 19.33124259 0.42656919
## A_23_P119295 -0.498474785 3.093133e-02 3.06569031 19.35195966 0.27830737
## A_23_P313512 -1.248238589 2.441895e-01 2.46066499 19.37265481 0.61833058
## A_32_P65472  -1.091937679 6.036984e-01 0.08622614 19.39334638 0.75112119
## A_32_P47543  -0.898722935 3.959980e-02 3.10252096 19.41402154 0.47526386
## A_23_P38887  -0.560726852 6.981317e-01 0.23551387 19.43469532 0.64737655
## A_23_P21219  -1.568683884 1.852055e-01 3.06527624 19.45532674 0.59358031
## A_24_P244916 -0.767779469 3.712634e-02 3.09222597 19.47595688 0.17447973
## A_32_P16462   0.029760178 4.081129e-02 2.81187921 19.49658286 0.08021918
## A_23_P386331 -1.367335792 1.164946e-01 3.09400096 19.51719801 0.57220450
## A_23_P72285  -1.209101943 8.092299e-02 3.09938548 19.53781084 0.44231489
## A_23_P252082 -0.893788645 3.588880e-01 0.37897453 19.55842267 0.55570370
## A_23_P82693  -0.695503353 4.298608e-02 3.07365878 19.57903142 0.34826350
## A_24_P135167 -0.151529406 6.100540e-02 2.80700963 19.59961478 0.40223706
## A_24_P347447 -0.969659575 4.662615e-02 3.10216464 19.62019121 0.31097108
## A_24_P634530 -0.870451385 6.139862e-01 0.13954146 19.64075415 0.65305994
## A_23_P89680  -0.397303739 5.003267e-01 0.52354322 19.66131308 0.75606870
## A_32_P216122 -1.408503924 2.965062e-01 0.30314164 19.68186700 0.64710870
## A_32_P108277 -1.316263827 1.979372e-01 2.97279857 19.70241486 0.43552032
## A_24_P109432 -1.879901474 3.792027e-01 0.03477391 19.72295616 0.42306500
## A_23_P201672 -0.950237522 2.853857e-01 0.91449488 19.74349335 0.56969371
## A_23_P215658 -1.217150379 2.015670e-01 2.91613444 19.76402449 0.44608219
## A_24_P539226 -1.334429941 2.983393e-01 0.33966431 19.78455513 0.56379619
## A_23_P161596 -1.372554742 2.618504e-01 1.56620385 19.80507255 0.66435773
## A_32_P217261 -1.244538262 2.216852e-01 2.81312579 19.82558047 0.52321003
## A_24_P59247  -1.066597170 1.851207e-01 2.90355839 19.84608833 0.56930545
## A_24_P914102 -1.357757538 1.867923e-01 3.01473750 19.86657860 0.61978216
## A_32_P40145  -1.271492614 1.988933e-01 2.95159344 19.88706411 0.49236111
## A_23_P218405 -0.114292262 5.369157e-02 2.82365060 19.90754243 0.21368902
## A_23_P329573 -0.631062541 6.981317e-01 0.20132256 19.92801916 0.72840719
## A_23_P325119 -1.403540810 1.932636e-01 3.01416630 19.94849576 0.38200162
## A_32_P122268  0.743681077 2.832982e-01 1.55654236 19.96896367 0.23674486
## A_23_P217088 -0.429593319 2.891177e-02 3.05863166 19.98942928 0.17565657
## A_32_P27020  -1.229871245 2.767128e-01 0.81575515 20.00988953 0.53082409
## A_23_P59397  -0.157564848 6.981317e-01 0.54567835 20.03033594 0.66649022
## A_23_P127175 -0.490816546 3.555489e-01 0.80448452 20.05077828 0.61920087
## A_24_P855187 -0.886462423 3.849749e-02 3.10257107 20.07121023 0.55904974
## A_24_P593733 -0.099283606 6.007325e-02 2.77370595 20.09163359 0.20403516
## A_23_P414252 -1.387908375 1.939689e-01 3.00791608 20.11204599 0.69517475
## A_32_P12065  -0.657942492 4.696813e-01 0.34156628 20.13242472 0.61102431
## A_24_P292831 -1.737654444 3.562049e-01 0.05841991 20.15279881 0.50978252
## A_23_P70069  -0.400071426 6.981317e-01 0.33434049 20.17316429 0.84129688
## A_23_P200829 -0.952197056 5.996770e-01 0.11984773 20.19352494 0.73029841
## A_24_P943263 -1.071055745 8.044114e-02 3.08403905 20.21388272 0.13972401
## A_23_P320883 -0.798368409 6.981317e-01 0.13795666 20.23423517 0.69512382
## A_23_P47879  -1.008986622 5.924983e-01 0.10714960 20.25457608 0.67539526
## A_23_P60753  -0.130812353 6.981317e-01 0.57338359 20.27491295 0.74118120
## A_24_P289139 -0.049103883 8.554599e-02 2.56281383 20.29523554 0.68625393
## A_24_P650011 -1.402528717 1.942523e-01 3.01164713 20.31554371 0.41545508
## A_23_P374315 -1.515527001 2.553737e-01 2.25433277 20.33584775 0.71372795
## A_23_P39561  -0.352478444 3.516342e-02 3.02068413 20.35615039 0.23138217
## A_24_P161959 -0.450884664 7.899976e-02 2.91067910 20.37645289 0.33486891
## A_23_P310317 -0.605977961 5.469768e-02 3.03376049 20.39674522 0.19269933
## A_23_P421423 -0.459956485 6.981317e-01 0.29387433 20.41700775 0.69205147
## A_23_P209459 -0.514725442 6.981317e-01 0.26070810 20.43726764 0.93662533
## A_23_P69058  -0.883550559 2.527834e-01 1.83272251 20.45752731 0.74874533
## A_24_P931993 -0.872862054 3.788947e-02 3.10199367 20.47778255 0.31618735
## A_23_P387552 -0.973064169 3.497157e-01 0.34766721 20.49803422 0.38042851
## A_23_P78509  -0.650253552 3.213613e-01 0.82562862 20.51828545 0.54567695
## A_24_P16892  -0.538657710 5.381517e-02 3.01804327 20.53853261 0.46016595
## A_23_P251771 -1.052845131 2.555210e-01 1.83839357 20.55877553 0.74064033
## A_32_P115606 -1.166957897 6.051508e-01 0.07234570 20.57901566 0.58290968
## A_23_P213486 -0.576679182 4.071882e-02 3.05730144 20.59922070 0.16495659
## A_24_P136711 -1.190253738 2.936298e-01 0.51135848 20.61942275 0.53415936
## A_24_P912228 -0.819833077 6.049162e-01 0.15988919 20.63961276 0.61379773
## A_23_P106741 -1.357848698 2.298026e-01 2.81782920 20.65979682 0.49759574
## A_23_P213678  1.156002457 1.561290e-01 1.60849833 20.67997417 0.15950492
## A_23_P410859 -1.201339446 1.962160e-01 2.92968339 20.70014043 0.52756496
## A_32_P102428 -1.368548879 1.168205e-01 3.09393514 20.72028975 0.39518919
## A_24_P744554 -0.544381090 5.965133e-01 0.30096840 20.74043872 0.78873284
## A_32_P55427  -1.526348460 2.861309e-01 0.32274834 20.76058676 0.52498859
## A_23_P120467  0.143511591 5.335315e-01 1.06341322 20.78072603 0.59918218
## A_23_P98455  -0.932460567 4.279870e-02 3.10236673 20.80086225 0.16821291
## A_23_P115683 -1.274347272 2.413417e-01 2.56329592 20.82098419 0.60215579
## A_24_P747662 -1.787811369 3.785608e-01 0.04318462 20.84110529 0.36810235
## A_32_P111266 -1.262379073 2.912989e-01 0.47233494 20.86120820 0.49145181
## A_23_P218086 -1.485653330 1.529760e-01 3.08365683 20.88130393 0.41192409
## CPID_107     -1.354749018 2.530149e-01 2.22862608 20.90138519 0.81563462
## A_23_P107661 -1.754871266 3.444588e-01 0.06320277 20.92146510 0.47698902
## A_23_P158024 -0.316970068 1.332218e-01 2.55687018 20.94151325 0.48369755
## A_23_P44155  -0.713065704 2.961856e-01 1.00218330 20.96154861 0.45277153
## A_23_P214111 -1.419436107 2.065908e-01 2.98367609 20.98158287 0.31832805
## A_24_P192183 -0.609415833 5.000585e-02 3.04444369 21.00161686 0.21170451
## A_32_P489130 -1.473094380 2.135794e-01 2.97890993 21.02164017 0.41062145
## A_23_P378968 -0.411663437 3.716446e-02 3.02976443 21.04166016 0.28255049
## A_24_P636441 -1.314797688 2.696577e-01 1.02259049 21.06167789 0.57518352
## A_23_P113317 -1.323222023 1.939221e-01 2.98689077 21.08168707 0.41330903
## A_24_P196774 -1.384486569 2.690861e-01 0.98361913 21.10169299 0.61423678
## A_24_P405205 -1.239810628 2.794450e-01 0.72276515 21.12169732 0.76983835
## A_32_P181271 -1.180817963 2.903549e-01 0.56636914 21.14169179 0.41225841
## A_23_P430140 -0.637649101 6.397685e-01 0.22266699 21.16168288 0.89651073
## A_32_P101002 -1.465151652 1.940579e-01 3.02932234 21.18167395 0.56160406
## A_23_P138435 -0.467348741 6.981317e-01 0.28918860 21.20166171 0.66608868
## A_23_P300781  0.059723532 6.257614e-02 2.61469394 21.22164370 0.54170179
## A_24_P184555 -0.601936979 6.981317e-01 0.21487440 21.24161320 0.57430265
## A_32_P113007 -1.265212402 2.867378e-01 0.53742182 21.26157989 0.47853199
## A_23_P68868  -0.943841023 4.393504e-02 3.10230875 21.28152976 0.38380786
## A_24_P342316 -0.719847169 3.068439e-01 0.87425261 21.30146177 0.54019196
## A_23_P258393 -0.318797276 6.233420e-02 2.90388296 21.32139331 0.35605080
## A_23_P103062 -1.341148041 2.313123e-01 2.78961422 21.34131149 0.32629431
## A_23_P126448 -1.295053541 2.109319e-01 2.91284144 21.36122457 0.47916270
## A_24_P276947 -1.413792974 1.938889e-01 3.01574281 21.38113428 0.37990998
## A_24_P3140   -0.864386229 3.658948e-02 3.10265418 21.40103993 0.26394754
## A_24_P213321 -1.187667009 7.702594e-02 3.09979997 21.42093969 0.24964943
## A_32_P58796  -1.485856067 2.054016e-01 3.00902861 21.44082815 0.40439177
## A_23_P26945   0.070401455 7.723227e-02 2.49173253 21.46070656 0.34967329
## A_24_P364412 -0.560321046 4.251110e-02 3.05004822 21.48058012 0.18901782
## A_23_P398491 -1.146535117 7.940630e-02 3.09395338 21.50044208 0.40225126
## A_23_P206474 -1.222372748 8.343394e-02 3.09910295 21.52030377 0.29424903
## A_23_P211212 -0.546794616 6.981317e-01 0.24289767 21.54016138 0.63859810
## A_24_P366535 -1.301927979 2.076304e-01 2.93141889 21.56001709 0.52334369
## A_32_P9543   -0.976176771 6.247355e-01 0.10698690 21.57985974 0.52622408
## A_23_P44724  -1.402110914 2.904317e-01 0.36404282 21.59968264 0.53962064
## A_24_P158065 -1.649321919 2.557476e-01 2.37730961 21.61950089 0.69134207
## A_23_P106241  0.893804914 2.726338e-01 1.56561652 21.63931709 0.40791012
## A_23_P12989  -0.729725416 3.868382e-02 3.08535926 21.65913104 0.17222481
## A_24_P318990 -0.535626312 3.888149e-02 3.05333857 21.67893105 0.10432297
## A_23_P25204  -1.305555203 2.464559e-01 2.45549444 21.69872663 0.97549196
## A_32_P104407 -1.098774126 1.161879e-01 3.05377256 21.71852204 0.24434023
## A_23_P2293   -1.117392784 2.833317e-01 0.76733788 21.73831556 0.53258960
## A_24_P333484 -1.240340234 2.375267e-01 2.60854159 21.75810819 0.60355768
## A_23_P43369  -1.384729406 2.118949e-01 2.95042416 21.77790077 0.39134506
## A_32_P751535 -0.867930508 6.360561e-01 0.13353506 21.79768952 0.63975856
## A_24_P396994  0.449804386 3.783680e-02 2.44784061 21.81746623 0.13963665
## A_24_P307065 -1.421102397 1.865799e-01 3.03218511 21.83724229 0.64013912
## A_24_P791515 -0.456193276 5.805098e-02 2.97987238 21.85700542 0.32855433
## A_32_P136033 -1.424133500 1.947489e-01 3.01679999 21.87676499 0.59456057
## A_24_P196562 -1.065446842 6.305390e-01 0.08608742 21.89652011 0.53878700
## A_23_P103405 -0.839165715 6.518181e-02 3.06486344 21.91627155 0.17197159
## A_32_P228806 -0.586223852 5.134830e-01 0.34312903 21.93602262 0.58982566
## A_23_P45294  -1.389000796 6.423730e-01 0.03989007 21.95575325 0.36047122
## A_23_P56256  -1.485587371 2.188593e-01 2.96204711 21.97548266 0.39250096
## A_23_P54006  -1.019987996 2.255199e-01 2.57380411 21.99520735 0.46102457
## CPID_108     -1.219133324 8.281392e-02 3.09917387 22.01491045 0.31982910
## A_24_P383581 -1.280216580 2.093293e-01 2.91308133 22.03461178 0.36281030
## A_32_P71585  -1.274519440 2.682532e-01 1.14109394 22.05430535 0.60898683
## A_24_P253233 -0.834743335 3.554447e-01 0.44023583 22.07399770 0.67156365
## A_23_P28279  -1.380376230 1.967833e-01 2.99863754 22.09368046 0.42243126
## A_32_P41099  -1.402394838 1.947459e-01 3.01047297 22.11334863 0.53356995
## A_24_P782337 -0.421984089 5.207968e-01 0.47094446 22.13299049 0.64850730
## A_32_P174398 -1.355388891 1.828657e-01 3.02181859 22.15262315 0.58695312
## A_23_P54041   0.203750684 6.681992e-02 2.42394320 22.17225557 0.58411029
## A_23_P55136  -0.646687901 6.912662e-01 0.19689742 22.19188200 0.59806848
## A_23_P120153 -0.888628487 7.394676e-02 3.06242418 22.21150095 0.15977448
## A_24_P48162  -0.792398111 6.661146e-01 0.14883268 22.23111964 0.73534335
## A_32_P130380 -0.117622746 6.981317e-01 0.58730891 22.25073336 0.74058552
## A_23_P259561 -1.371289110 2.065396e-01 2.96570608 22.27034341 0.44156791
## A_32_P60223  -1.237030514 2.420003e-01 2.50710742 22.28994031 0.35987722
## A_23_P423197 -0.646165038 6.280461e-01 0.22406920 22.30953661 0.65099551
## A_23_P1292    0.418733063 6.701095e-02 2.17885636 22.32913012 0.59299348
## A_24_P354356 -1.322820088 6.155260e-01 0.04934507 22.34872126 0.54849156
## A_23_P379864 -1.373057450 2.447738e-01 2.57979809 22.36831178 0.61761731
## A_23_P87049  -1.428519675 2.059564e-01 2.98888107 22.38790139 0.42050606
## A_23_P38015  -0.526445425 6.981317e-01 0.25406528 22.40748754 0.71416301
## A_24_P271363 -1.395254087 2.125295e-01 2.95224125 22.42707016 0.46192563
## A_23_P170518  0.687520059 3.275984e-01 1.52440301 22.44665018 0.14904229
## A_24_P673968 -0.110214637 5.849561e-02 2.79167800 22.46622119 0.32980259
## A_23_P6802   -1.190200147 6.099182e-01 0.06781104 22.48575040 0.49944321
## A_23_P75097  -0.222861190 6.981317e-01 0.48142001 22.50526872 0.71813893
## A_23_P142070 -1.414087365 2.057727e-01 2.98439109 22.52478051 0.47246904
## A_23_P353905 -0.739207687 2.942799e-01 0.99936134 22.54428814 0.54026725
## A_23_P328621 -0.387938530 5.280950e-01 0.49363809 22.56378835 0.66554622
## A_24_P307014  1.435382399 8.803805e-02 1.61914999 22.58326902 0.30762253
## A_23_P204828 -0.466784955 5.828240e-02 2.98302018 22.60273381 0.26772419
## A_32_P22883  -1.113106191 2.059309e-01 2.83368875 22.62219287 0.38941911
## A_23_P104464 -1.187018825 6.048863e-01 0.06913454 22.64164475 0.61573352
## A_32_P74955  -0.023360763 4.637182e-02 2.80797127 22.66109592 0.27543616
## A_23_P21673  -1.247006383 2.556589e-01 1.96774830 22.68054290 0.87709647
## A_23_P421221 -1.453818493 1.947138e-01 3.02504009 22.69998652 0.36117358
## A_32_P87631  -1.390350314 1.958631e-01 3.00413030 22.71941304 0.47182196
## A_24_P943393 -0.729840532 2.605380e-01 1.59671896 22.73883609 0.84290151
## A_23_P80336  -1.340113482 2.056023e-01 2.95645002 22.75825022 0.36431922
## A_32_P71796  -0.850885188 3.037847e-01 0.75672960 22.77765862 0.61975248
## A_24_P402080 -1.078003586 6.163905e-01 0.08638781 22.79705770 0.62749516
## A_24_P144377 -0.304321297 6.064949e-02 2.90325659 22.81645639 0.18514630
## A_24_P541919 -1.622327565 3.779969e-01 0.06343625 22.83584316 0.34804992
## A_24_P306094 -1.188629244 2.703249e-01 1.11127427 22.85520826 0.63952700
## A_23_P392501 -0.306519263 6.300320e-02 2.89450663 22.87457330 0.23708486
## A_23_P321452 -1.361383894 2.020719e-01 2.97692852 22.89393488 0.40940995
## A_24_P924589 -1.299189604 1.917056e-01 2.98434586 22.91328516 0.52620352
## A_23_P54597  -0.590432748 5.895435e-01 0.27678908 22.93262391 0.65292105
## A_23_P152516 -0.044361551 6.981317e-01 0.66737060 22.95195317 0.59553757
## A_23_P400235 -0.458619306 5.580468e-02 2.98747577 22.97128086 0.33462756
## A_32_P30991  -1.633821065 2.585966e-01 2.05795136 22.99059532 0.61661728
## A_23_P163955 -1.244223726 2.070989e-01 2.90517267 23.00989859 0.32880072
## A_24_P926875 -1.644544335 2.907325e-01 0.21260902 23.02920092 0.57507214
## A_23_P420428 -1.318761494 1.971784e-01 2.97603936 23.04848188 0.54218435
## A_24_P75748  -1.184671531 7.649649e-02 3.09985410 23.06775413 0.24405141
## A_23_P22263  -1.750649178 5.425036e-01 0.02233630 23.08701489 0.52676819
## A_23_P97725  -0.031088292 8.231723e-02 2.56546906 23.10627306 0.79154914
## A_23_P117546 -1.361629732 2.051815e-01 2.96669083 23.12551052 0.36755005
## A_24_P410678 -1.509970810 1.946908e-01 3.03911253 23.14474042 0.49711188
## A_24_P162423 -0.704153775 3.181036e-01 0.78944767 23.16396943 0.57098615
## A_23_P113825 -0.526203055 6.981317e-01 0.25420108 23.18319602 0.54857303
## A_32_P138833 -1.495706148 2.056084e-01 3.01142350 23.20240883 0.42698723
## A_24_P322709 -0.345191909 6.981317e-01 0.37547285 23.22161576 0.60849250
## A_23_P140668 -0.250540506 1.106045e-01 2.61775455 23.24081565 0.70169700
## A_32_P46404  -0.933492694 3.306417e-01 0.45941797 23.26001452 0.65249746
## A_23_P251051 -0.800634042 2.721441e-01 1.33059171 23.27921204 0.75256263
## A_23_P341938 -1.116742207 6.183677e-01 0.07868605 23.29839531 0.50952726
## A_32_P151544 -0.597546922 4.814967e-01 0.37185123 23.31757522 0.54074621
## A_32_P48615  -0.303143605 5.654384e-02 2.91985016 23.33675087 0.20397389
## A_24_P46417  -1.433098728 1.951427e-01 3.01846810 23.35591559 0.50955787
## CPID_341     -1.559105519 2.611042e-01 1.66684206 23.37505288 0.57694506
## A_24_P153853  1.011344002 3.888824e-01 1.53125341 23.39418519 0.22973518
## A_23_P359870 -1.545338786 1.755128e-01 3.07232374 23.41331170 0.56303209
## A_24_P135801 -0.500357296 6.981317e-01 0.26906673 23.43242510 0.52806481
## A_32_P179526 -1.502855117 1.741391e-01 3.06677560 23.45153295 0.58799092
## A_32_P20120  -1.225165068 1.151673e-01 3.07672603 23.47064034 0.58534531
## A_32_P132936 -1.411955110 1.940169e-01 3.01493110 23.48974768 0.51435557
## A_32_P22338  -0.202589096 7.360192e-02 2.77588725 23.50884146 0.60935906
## A_23_P200203 -1.081792754 8.184468e-02 3.08425394 23.52793372 0.15760781
## A_23_P38446  -1.414416698 2.263499e-01 2.88371147 23.54702475 0.33310139
## A_24_P131222 -0.444105567 5.346226e-02 2.98949055 23.56610403 0.25553504
## A_24_P532730 -0.756858322 3.548900e-01 0.51548378 23.58516125 0.48678022
## A_23_P257924 -1.334925743 2.039871e-01 2.96018002 23.60421648 0.25356575
## A_24_P187787 -0.797911959 4.000414e-02 3.09180107 23.62326235 0.77803564
## A_32_P35246  -1.025864641 2.648143e-01 1.44985746 23.64230477 0.59456506
## A_23_P137057  1.180295626 2.368231e-01 1.57742727 23.66133687 0.24279429
## A_24_P537188 -0.300313193 6.981317e-01 0.41206160 23.68035877 0.69972703
## A_32_P69956   1.046028742 4.434239e-01 1.52121722 23.69936759 0.36347901
## A_23_P116797 -1.357371008 2.670873e-01 1.14348117 23.71837258 0.57740561
## A_24_P301557 10.424690021 3.381323e-10 1.58535532 23.73735987 0.00000000
## A_32_P117666 -1.371435907 1.175996e-01 3.09377627 23.75634198 0.39745430
## A_23_P254288 -1.431098355 3.425858e-01 0.13531787 23.77532383 0.57645279
## A_23_P210210  0.110733270 4.941995e-02 2.67380130 23.79429849 0.13070885
## A_23_P25534  -1.445193772 2.579376e-01 1.96351786 23.81327221 0.67003408
## A_23_P48056  -0.915385382 6.330814e-01 0.12063951 23.83224261 0.62739058
## A_23_P161522 -1.225822562 2.013819e-01 2.92121320 23.85120444 0.44397207
## A_23_P66867  -0.401477176 7.086997e-02 2.91382316 23.87015940 0.29092171
## A_32_P147658 -1.469358173 1.940866e-01 3.03033961 23.88910200 0.61059996
## A_24_P202948 -1.252940933 2.032175e-01 2.92679271 23.90804241 0.34643600
## A_23_P170453 -0.171204280 6.521636e-02 2.79769682 23.92698102 0.34765766
## A_32_P209472 -1.483503375 1.939088e-01 3.03421275 23.94590056 0.56622811
## A_23_P140698 -1.270366092 2.037993e-01 2.93265834 23.96481589 0.41227637
## A_24_P204374 -0.261825206 6.254790e-02 2.87107492 23.98371979 0.37619322
## A_32_P25273  -0.923471218 4.192193e-02 3.10241032 24.00262091 0.18986466
## A_23_P8412   -0.639618774 3.270113e-01 0.79649564 24.02150934 0.46848507
## A_24_P196400 -1.467739729 1.869750e-01 3.04261213 24.04039714 0.62644396
## A_32_P37584  -0.656883861 6.650738e-02 3.02247955 24.05927859 0.17693472
## A_32_P132928 -1.301742755 1.957662e-01 2.97383709 24.07815151 0.37155868
## A_23_P52888  -0.189330032 6.847933e-01 0.52488737 24.09702380 0.61550250
## A_23_P117654 -1.349917764 2.066516e-01 2.95660885 24.11589036 0.33710780
## A_32_P184268 -0.201313368 4.480621e-01 0.84023204 24.13475157 0.94305725
## A_23_P302116 -1.424457767 1.933029e-01 3.02001471 24.15361167 0.47750425
## A_24_P26342  -0.481342293 7.320101e-02 2.94394893 24.17247056 0.29940726
## A_24_P152713 -0.776108706 4.005815e-02 3.08916817 24.19132849 0.16915443
## A_32_P200947  0.983406964 3.772135e-01 1.53202076 24.21018236 0.38709513
## A_23_P202658 -1.231144768 2.493888e-01 2.26193944 24.22902973 0.77786181
## A_23_P94689  -1.075270403 8.142059e-02 3.08375379 24.24787454 0.44877525
## A_24_P854758 -1.340270837 2.831274e-01 0.52757723 24.26671635 0.52882028
## A_24_P367666 -0.099865659 9.328591e-02 2.56619728 24.28554470 0.72893352
## A_23_P44154  -0.923802315 4.195390e-02 3.10240875 24.30437306 0.13648425
## A_23_P98248  -0.960390883 6.319640e-01 0.10913240 24.32319182 0.81293868
## A_23_P117971 -0.433077577 6.981317e-01 0.31147923 24.34200483 0.79375572
## A_23_P147277  0.010604969 6.812641e-02 2.62197842 24.36081546 0.29268755
## A_23_P254522 -1.198740160 2.729366e-01 0.98842678 24.37961693 0.57742785
## A_24_P916228 -1.356607816 2.034904e-01 2.97050861 24.39841360 0.43805698
## A_24_P236956 -0.865915549 6.257789e-01 0.13724033 24.41720967 0.62726068
## A_23_P359111 -1.332443796 2.517858e-01 2.26870337 24.43600454 0.91067687
## A_24_P567925 -1.353316443 2.754182e-01 0.71811865 24.45479741 0.55988030
## A_23_P32821  -0.358030052 5.474879e-01 0.49798218 24.47357773 0.64312413
## A_23_P206041 -1.142643105 5.847276e-01 0.08046806 24.49235124 0.47369722
## A_32_P138666 -0.052411977 5.224323e-02 2.78861484 24.51112189 0.09220251
## CPID_113      0.576213314 2.109191e-01 1.62851832 24.52989123 0.41561273
## A_24_P923922 -0.740267708 3.409236e-01 0.59766035 24.54865301 0.59021493
## A_23_P151459 -1.187536543 2.888019e-01 0.58366579 24.56740592 0.52804755
## A_24_P892353 -1.058975105 8.031226e-02 3.08253362 24.58615717 0.33446263
## A_23_P91283  -1.095523750 1.958501e-01 2.87538338 24.60490838 0.52001926
## A_23_P91221  -0.685044637 6.981317e-01 0.17831846 24.62363922 0.52705727
## A_32_P138409 -1.630099586 2.939993e-01 0.19892557 24.64236652 0.61087943
## A_23_P214821 -1.187039413 1.517155e-01 3.02863342 24.66107673 0.38033752
## A_24_P110403 -0.915103694 6.076198e-01 0.12795805 24.67978273 0.50272274
## A_24_P127701 -0.447736882 4.569828e-01 0.54650379 24.69848678 0.61327982
## A_24_P67898  -0.577714435 4.192586e-01 0.49611615 24.71718860 0.86364963
## A_32_P51707  -0.807089840 6.154635e-01 0.16055940 24.73589026 0.53052500
## A_32_P136982 -0.595969849 5.519594e-02 3.03017776 24.75458879 0.21286396
## A_23_P201368 -1.312143473 2.161613e-01 2.89390574 24.77328103 0.32021499
## A_32_P198706 -0.361365952 4.954337e-01 0.56792572 24.79197294 0.65701427
## A_32_P67303  -0.540155398 4.929716e-01 0.40313660 24.81066360 0.69892606
## A_24_P75708  -1.218061564 8.260980e-02 3.09919705 24.82934468 0.36631780
## A_24_P167877 -1.350597766 2.744557e-01 0.75685529 24.84798677 0.54196363
## A_23_P135486 -0.646772472 2.778837e-02 3.09320511 24.86660035 0.17096365
## A_32_P106523 -1.478776868 2.863560e-01 0.35427049 24.88520401 0.58107536
## A_24_P510047 -1.447633536 2.816186e-01 0.45435258 24.90380184 0.60428431
## A_23_P420863 -1.047332803 6.179892e-01 0.09233157 24.92239597 0.76693914
## A_32_P120454 -0.586814651 5.417285e-01 0.31561071 24.94098106 0.61539547
## A_23_P48610  -1.545219483 3.544901e-01 0.09232639 24.95954850 0.89743670
## A_23_P92132   0.126398537 4.997918e-02 2.65414187 24.97811357 0.28183096
## A_23_P79122  -1.411617885 2.068275e-01 2.98007452 24.99667603 0.26386767
##                   Damped
## A_32_P224449 Underdamped
## A_24_P329924 Underdamped
## A_23_P46588  Underdamped
## A_23_P39766   Overdamped
## A_23_P206585 Underdamped
## A_23_P33886  Underdamped
## A_23_P6303   Underdamped
## A_23_P313560 Underdamped
## A_23_P120414 Underdamped
## A_24_P127928 Underdamped
## A_23_P127964 Underdamped
## A_32_P190181 Underdamped
## A_23_P86550  Underdamped
## A_32_P131940 Underdamped
## CPID_249     Underdamped
## A_23_P335848 Underdamped
## A_23_P69437  Underdamped
## A_23_P325891  Overdamped
## A_24_P944154 Underdamped
## A_32_P20454  Underdamped
## A_32_P141938 Underdamped
## A_32_P194182 Underdamped
## A_24_P179611 Underdamped
## A_24_P67552  Underdamped
## A_32_P203939 Underdamped
## A_23_P3632   Underdamped
## A_23_P380954 Underdamped
## A_23_P74241  Underdamped
## CPID_254     Underdamped
## A_23_P118289 Underdamped
## A_23_P436266 Underdamped
## A_23_P3221   Underdamped
## A_23_P150207 Underdamped
## A_23_P300301 Underdamped
## A_24_P485742 Underdamped
## A_32_P127019 Underdamped
## CPID_253     Underdamped
## A_23_P134684 Underdamped
## A_32_P134657 Underdamped
## A_23_P106412 Underdamped
## CPID_250     Underdamped
## A_23_P37424   Overdamped
## CPID_255     Underdamped
## A_32_P228124 Underdamped
## A_23_P99540  Underdamped
## A_23_P166826 Underdamped
## A_24_P579984 Underdamped
## A_23_P98173  Underdamped
## A_24_P323265 Underdamped
## A_32_P76602  Underdamped
## CPID_251     Underdamped
## A_32_P67544  Underdamped
## A_24_P319364 Underdamped
## A_32_P184727 Underdamped
## A_23_P108135 Underdamped
## A_32_P123743 Underdamped
## A_23_P53298  Underdamped
## A_24_P174313 Underdamped
## A_24_P219971 Underdamped
## A_24_P922684 Underdamped
## A_32_P145385 Underdamped
## A_23_P124912 Underdamped
## A_23_P50872  Underdamped
## A_32_P159176 Underdamped
## A_23_P200792 Underdamped
## A_24_P883109 Underdamped
## A_32_P179646 Underdamped
## A_23_P141484 Underdamped
## A_32_P171253 Underdamped
## A_24_P67988  Underdamped
## A_24_P925211 Underdamped
## A_23_P40194  Underdamped
## A_32_P94801  Underdamped
## A_32_P155841 Underdamped
## A_24_P196534 Underdamped
## A_24_P382119 Underdamped
## A_24_P916816 Underdamped
## A_23_P376799 Underdamped
## A_23_P158053  Overdamped
## A_24_P914817 Underdamped
## A_24_P937119 Underdamped
## A_23_P155276 Underdamped
## A_32_P195346 Underdamped
## A_32_P142149 Underdamped
## A_24_P322444 Underdamped
## A_23_P300600 Underdamped
## A_32_P12820  Underdamped
## A_24_P375592 Underdamped
## A_23_P209740 Underdamped
## A_24_P583330 Underdamped
## A_32_P229104 Underdamped
## A_24_P930337 Underdamped
## A_23_P61748  Underdamped
## A_32_P40673  Underdamped
## A_23_P142310 Underdamped
## A_24_P740662 Underdamped
## A_23_P17163  Underdamped
## A_32_P200429 Underdamped
## A_32_P191074 Underdamped
## A_23_P102575 Underdamped
## A_32_P24965  Underdamped
## A_23_P133596 Underdamped
## A_23_P149938 Underdamped
## A_23_P216038 Underdamped
## A_23_P156732 Underdamped
## A_32_P36235  Underdamped
## A_32_P227110 Underdamped
## A_23_P404606 Underdamped
## A_32_P197489 Underdamped
## A_23_P97250  Underdamped
## A_32_P234294 Underdamped
## A_32_P21459  Underdamped
## A_32_P33213  Underdamped
## A_23_P29994  Underdamped
## A_24_P14010  Underdamped
## A_32_P155091 Underdamped
## A_32_P117186 Underdamped
## A_32_P167631 Underdamped
## A_24_P119482 Underdamped
## A_32_P42976  Underdamped
## A_23_P147729 Underdamped
## A_23_P126803 Underdamped
## A_32_P234661 Underdamped
## A_23_P94319  Underdamped
## A_23_P129786 Underdamped
## A_23_P65481  Underdamped
## A_23_P112801 Underdamped
## A_24_P931955 Underdamped
## A_23_P332908 Underdamped
## A_24_P544543 Underdamped
## A_24_P316305 Underdamped
## A_23_P94301  Underdamped
## A_24_P141332 Underdamped
## A_32_P114860 Underdamped
## A_24_P889980 Underdamped
## A_24_P762886 Underdamped
## A_23_P50678  Underdamped
## A_32_P8251   Underdamped
## A_23_P145904 Underdamped
## A_24_P675731 Underdamped
## A_23_P360215 Underdamped
## A_23_P217804 Underdamped
## A_23_P99536  Underdamped
## A_23_P16806  Underdamped
## A_23_P347070 Underdamped
## A_24_P59722  Underdamped
## A_23_P97621  Underdamped
## A_32_P203615 Underdamped
## A_23_P61688  Underdamped
## A_23_P48387  Underdamped
## A_23_P374284 Underdamped
## A_32_P220580 Underdamped
## A_32_P152544 Underdamped
## A_32_P48198  Underdamped
## A_23_P122127 Underdamped
## A_32_P59737  Underdamped
## A_24_P291598 Underdamped
## A_32_P44808  Underdamped
## A_24_P925361 Underdamped
## A_32_P233834 Underdamped
## A_24_P277955  Overdamped
## A_24_P926432 Underdamped
## A_24_P89911  Underdamped
## A_32_P47285  Underdamped
## A_32_P15756  Underdamped
## A_23_P27023  Underdamped
## A_32_P211026 Underdamped
## A_23_P424002 Underdamped
## A_23_P63897  Underdamped
## A_23_P404064 Underdamped
## A_23_P136693 Underdamped
## A_24_P741023 Underdamped
## A_24_P567408 Underdamped
## A_23_P66599  Underdamped
## A_24_P233663 Underdamped
## A_23_P435183 Underdamped
## A_23_P100632 Underdamped
## A_24_P247699 Underdamped
## A_23_P92569  Underdamped
## A_24_P621023 Underdamped
## A_23_P83991  Underdamped
## A_23_P46606  Underdamped
## A_24_P273413 Underdamped
## A_32_P190682 Underdamped
## A_24_P309264 Underdamped
## A_23_P204482 Underdamped
## A_24_P453532 Underdamped
## A_23_P76109  Underdamped
## A_23_P203463 Underdamped
## A_32_P138437 Underdamped
## A_23_P37375  Underdamped
## A_32_P127583 Underdamped
## A_24_P92367  Underdamped
## A_32_P67623  Underdamped
## A_24_P299318 Underdamped
## A_23_P38254  Underdamped
## A_24_P157698 Underdamped
## A_23_P100292 Underdamped
## A_24_P532212 Underdamped
## A_24_P142095 Underdamped
## A_24_P665185 Underdamped
## A_32_P37195  Underdamped
## A_24_P102203 Underdamped
## A_32_P77502  Underdamped
## A_32_P157228 Underdamped
## A_32_P879150 Underdamped
## A_23_P214222 Underdamped
## A_23_P155335 Underdamped
## A_24_P194154 Underdamped
## A_32_P79515  Underdamped
## A_23_P63999  Underdamped
## A_23_P69853  Underdamped
## A_23_P363206 Underdamped
## A_23_P414913 Underdamped
## A_32_P220161 Underdamped
## A_24_P356830 Underdamped
## A_32_P20912  Underdamped
## A_23_P428548 Underdamped
## A_32_P92171  Underdamped
## A_32_P26144  Underdamped
## A_23_P19852  Underdamped
## A_32_P42253  Underdamped
## A_23_P424305 Underdamped
## A_23_P161190 Underdamped
## A_32_P133038 Underdamped
## A_32_P95541  Underdamped
## A_23_P5405   Underdamped
## A_24_P98411  Underdamped
## A_23_P206830 Underdamped
## A_24_P592060 Underdamped
## A_23_P205236 Underdamped
## A_32_P22014  Underdamped
## A_23_P413641 Underdamped
## A_32_P151244 Underdamped
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## A_32_P179807 Underdamped
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## A_23_P266    Underdamped
## A_23_P305711 Underdamped
## A_24_P400926 Underdamped
## A_24_P355876 Underdamped
## A_24_P107941 Underdamped
## A_24_P256404 Underdamped
## A_24_P246787 Underdamped
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## A_32_P864453 Underdamped
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## A_23_P386030 Underdamped
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## A_24_P418294 Underdamped
## A_23_P213518  Overdamped
## A_32_P3021   Underdamped
## A_23_P352484 Underdamped
## A_24_P937965 Underdamped
## A_24_P111342 Underdamped
## A_23_P325411 Underdamped
## A_23_P138194 Underdamped
## A_23_P6413   Underdamped
## A_23_P635    Underdamped
## A_32_P53713  Underdamped
## A_23_P17870  Underdamped
## A_24_P340813 Underdamped
## A_32_P126688 Underdamped
## A_24_P739075 Underdamped
## A_32_P120604 Underdamped
## A_32_P162076  Overdamped
## A_24_P659980 Underdamped
## A_24_P128001 Underdamped
## A_24_P323815 Underdamped
## A_23_P91015  Underdamped
## A_24_P139761 Underdamped
## A_23_P217872 Underdamped
## A_32_P234543 Underdamped
## A_23_P47517  Underdamped
## A_23_P128624 Underdamped
## A_24_P668572 Underdamped
## A_23_P253561 Underdamped
## A_23_P155257 Underdamped
## A_23_P61426  Underdamped
## A_32_P192615 Underdamped
## A_24_P270769 Underdamped
## A_24_P928986 Underdamped
## A_23_P22224  Underdamped
## A_32_P148407 Underdamped
## A_23_P19987  Underdamped
## A_32_P234935 Underdamped
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## A_23_P359052 Underdamped
## A_32_P138178 Underdamped
## A_24_P281175 Underdamped
## A_32_P125589 Underdamped
## A_23_P153905 Underdamped
## A_23_P122782  Overdamped
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## A_23_P89159  Underdamped
## A_23_P324490 Underdamped
## A_23_P350824 Underdamped
## A_23_P371885 Underdamped
## A_32_P194372 Underdamped
## A_32_P5040   Underdamped
## A_24_P76898  Underdamped
## A_23_P61623  Underdamped
## A_24_P196704 Underdamped
## A_23_P205529 Underdamped
## A_24_P917136 Underdamped
## A_23_P24997  Underdamped
## A_23_P118633 Underdamped
## A_24_P312325 Underdamped
## A_23_P106127 Underdamped
## A_32_P111394 Underdamped
## A_32_P225301 Underdamped
## A_32_P221590 Underdamped
## A_32_P213509 Underdamped
## A_24_P382266 Underdamped
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## A_23_P60296  Underdamped
## A_24_P189516 Underdamped
## A_24_P32085  Underdamped
## A_23_P131363 Underdamped
## A_23_P76901  Underdamped
## A_23_P168567 Underdamped
## A_23_P19102  Underdamped
## A_23_P31873  Underdamped
## A_23_P162846 Underdamped
## A_24_P233786 Underdamped
## A_23_P209088 Underdamped
## A_24_P187948  Overdamped
## A_24_P358279 Underdamped
## A_23_P425932 Underdamped
## CPID_1        Overdamped
## A_32_P73071  Underdamped
## A_32_P22275  Underdamped
## A_32_P86623  Underdamped
## A_32_P140228 Underdamped
## A_32_P208078 Underdamped
## A_23_P134125 Underdamped
## A_24_P350576 Underdamped
## A_23_P92623  Underdamped
## A_24_P364825  Overdamped
## A_32_P13337  Underdamped
## A_32_P173922 Underdamped
## A_32_P127501 Underdamped
## A_23_P209320  Overdamped
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## A_23_P205575  Overdamped
## A_23_P203983 Underdamped
## A_23_P4798   Underdamped
## A_24_P840688 Underdamped
## A_23_P432591 Underdamped
## A_32_P35486  Underdamped
## CPID_252     Underdamped
## A_32_P47510   Overdamped
## A_32_P84119  Underdamped
## A_32_P214471 Underdamped
## A_23_P26358  Underdamped
## A_23_P98252  Underdamped
## A_23_P5912   Underdamped
## A_23_P111343 Underdamped
## A_32_P184933 Underdamped
## A_24_P928272 Underdamped
## A_24_P612441 Underdamped
## A_23_P59138  Underdamped
## A_24_P223604 Underdamped
## A_24_P519638 Underdamped
## A_32_P6344   Underdamped
## A_23_P34433  Underdamped
## A_24_P910490 Underdamped
## A_23_P204406 Underdamped
## A_24_P83379  Underdamped
## A_23_P500741 Underdamped
## A_32_P101301  Overdamped
## A_24_P534290 Underdamped
## A_32_P38136  Underdamped
## A_23_P103131 Underdamped
## A_32_P152882 Underdamped
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## A_24_P298029 Underdamped
## A_24_P460763 Underdamped
## A_24_P685241 Underdamped
## A_23_P63584   Overdamped
## A_23_P326296 Underdamped
## A_24_P256325 Underdamped
## A_32_P77225  Underdamped
## A_23_P152505 Underdamped
## A_32_P98059  Underdamped
## A_24_P85418  Underdamped
## A_23_P4551   Underdamped
## A_24_P941708 Underdamped
## A_32_P117730 Underdamped
## A_24_P305597 Underdamped
## A_32_P37247  Underdamped
## A_23_P38567  Underdamped
## A_32_P185361 Underdamped
## A_23_P15146  Underdamped
## A_32_P649    Underdamped
## A_23_P143127  Overdamped
## A_24_P194714 Underdamped
## A_23_P359647 Underdamped
## A_23_P17204  Underdamped
## A_24_P119381 Underdamped
## A_32_P94866  Underdamped
## A_23_P154065 Underdamped
## A_23_P102000 Underdamped
## A_32_P12214  Underdamped
## A_24_P345290 Underdamped
## A_23_P425704 Underdamped
## A_24_P706983 Underdamped
## A_23_P207476 Underdamped
## CPID_2        Overdamped
## A_24_P380348 Underdamped
## A_23_P147869 Underdamped
## A_23_P80778  Underdamped
## A_32_P37733  Underdamped
## A_23_P20183   Overdamped
## A_32_P197561 Underdamped
## A_24_P264685 Underdamped
## A_32_P65067  Underdamped
## A_32_P31300  Underdamped
## A_24_P413437 Underdamped
## A_23_P106859 Underdamped
## A_32_P211048 Underdamped
## A_32_P77742  Underdamped
## A_23_P39844  Underdamped
## A_24_P272310 Underdamped
## A_32_P61708  Underdamped
## A_24_P213924 Underdamped
## A_32_P33765  Underdamped
## A_23_P211773 Underdamped
## A_23_P132417 Underdamped
## A_24_P404628 Underdamped
## A_23_P115286 Underdamped
## A_24_P147190 Underdamped
## A_23_P218523 Underdamped
## A_32_P70135  Underdamped
## A_32_P113317 Underdamped
## A_23_P58353  Underdamped
## A_24_P255218 Underdamped
## A_32_P156171 Underdamped
## A_23_P39019  Underdamped
## A_24_P113295  Overdamped
## A_23_P151649 Underdamped
## A_24_P41890  Underdamped
## A_23_P329772 Underdamped
## A_24_P690285 Underdamped
## A_23_P89941  Underdamped
## A_23_P394562 Underdamped
## A_24_P6083   Underdamped
## A_24_P238525 Underdamped
## A_23_P61149  Underdamped
## A_24_P213494 Underdamped
## A_24_P165259 Underdamped
## A_23_P103496 Underdamped
## A_24_P318544 Underdamped
## A_23_P155197 Underdamped
## A_32_P41487  Underdamped
## A_24_P642771 Underdamped
## A_24_P114604 Underdamped
## A_32_P30905  Underdamped
## A_32_P164573 Underdamped
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## A_23_P129556 Underdamped
## A_24_P943283 Underdamped
## A_23_P411379 Underdamped
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## A_23_P214121 Underdamped
## A_23_P214144 Underdamped
## A_24_P419120 Underdamped
## A_23_P77328  Underdamped
## A_23_P309261 Underdamped
## A_24_P214754 Underdamped
## A_23_P110304 Underdamped
## A_32_P160615 Underdamped
## A_24_P91472  Underdamped
## A_32_P208424 Underdamped
## A_23_P3921   Underdamped
## A_23_P105862 Underdamped
## A_32_P214054 Underdamped
## A_32_P228886 Underdamped
## A_23_P64058  Underdamped
## A_24_P7202   Underdamped
## A_23_P873    Underdamped
## A_23_P166087 Underdamped
## A_24_P300777 Underdamped
## A_32_P227764 Underdamped
## A_32_P104469 Underdamped
## A_23_P27096  Underdamped
## A_24_P84540  Underdamped
## A_23_P152356 Underdamped
## A_23_P50857  Underdamped
## A_32_P72067  Underdamped
## A_23_P206901 Underdamped
## A_32_P197870 Underdamped
## A_23_P72550  Underdamped
## A_23_P421935 Underdamped
## A_24_P728115 Underdamped
## A_24_P213503  Overdamped
## A_32_P29442  Underdamped
## A_24_P239811 Underdamped
## A_32_P26422  Underdamped
## A_24_P323932 Underdamped
## A_23_P379736 Underdamped
## A_24_P342328 Underdamped
## A_23_P253841 Underdamped
## A_32_P187458 Underdamped
## A_24_P931939 Underdamped
## A_24_P50818   Overdamped
## A_24_P246361 Underdamped
## A_23_P257003 Underdamped
## A_32_P185701 Underdamped
## A_24_P213724 Underdamped
## A_23_P63219   Overdamped
## A_24_P264928 Underdamped
## A_23_P55706  Underdamped
## A_23_P56091  Underdamped
## A_23_P157784 Underdamped
## A_23_P107238 Underdamped
## A_32_P43878  Underdamped
## A_24_P216313 Underdamped
## A_23_P103120 Underdamped
## A_24_P159866 Underdamped
## A_23_P26184  Underdamped
## A_32_P55161  Underdamped
## A_23_P106522 Underdamped
## A_32_P72447  Underdamped
## A_23_P16116  Underdamped
## A_32_P137819 Underdamped
## A_23_P384663 Underdamped
## A_23_P170352 Underdamped
## A_23_P142455 Underdamped
## A_24_P103363 Underdamped
## A_24_P928522 Underdamped
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## A_24_P136683 Underdamped
## A_23_P64499   Overdamped
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## A_32_P150449 Underdamped
## A_23_P423419 Underdamped
## A_32_P192293 Underdamped
## A_32_P43436  Underdamped
## A_32_P108203 Underdamped
## A_24_P119283 Underdamped
## A_23_P202769 Underdamped
## A_23_P376239 Underdamped
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## A_32_P134090 Underdamped
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## A_23_P108522 Underdamped
## A_32_P209582 Underdamped
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## A_24_P155761 Underdamped
## A_32_P70158  Underdamped
## A_32_P134493 Underdamped
## A_23_P258221 Underdamped
## A_32_P40493  Underdamped
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## A_24_P175347 Underdamped
## A_32_P146844 Underdamped
## A_24_P410809 Underdamped
## A_32_P188752 Underdamped
## A_32_P234604 Underdamped
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## A_23_P312610 Underdamped
## A_23_P55468  Underdamped
## A_23_P142750 Underdamped
## A_23_P151426 Underdamped
## A_32_P184417  Overdamped
## A_32_P355396 Underdamped
## A_32_P48156  Underdamped
## A_23_P98232  Underdamped
## A_23_P367405 Underdamped
## A_23_P167194  Overdamped
## A_23_P91699   Overdamped
## A_23_P252653 Underdamped
## A_23_P68899  Underdamped
## A_23_P43504  Underdamped
## A_23_P37484  Underdamped
## A_23_P72537  Underdamped
## A_23_P4885   Underdamped
## A_32_P5542   Underdamped
## A_23_P100660 Underdamped
## A_23_P58002  Underdamped
## A_24_P51360  Underdamped
## A_32_P206391 Underdamped
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## A_23_P126135 Underdamped
## A_23_P78677  Underdamped
## A_23_P356565 Underdamped
## A_24_P936122 Underdamped
## A_24_P156566 Underdamped
## A_23_P25974  Underdamped
## A_24_P290874 Underdamped
## A_23_P417383 Underdamped
## A_23_P97442  Underdamped
## CPID_110     Underdamped
## A_23_P20980  Underdamped
## A_23_P88411  Underdamped
## A_24_P32735  Underdamped
## CPID_109     Underdamped
## A_32_P62371  Underdamped
## A_32_P507580 Underdamped
## A_32_P34064  Underdamped
## A_23_P361584 Underdamped
## A_23_P92786  Underdamped
## A_32_P103771 Underdamped
## A_24_P734406 Underdamped
## A_24_P7085   Underdamped
## A_24_P136807 Underdamped
## A_24_P231057 Underdamped
## A_23_P216402 Underdamped
## A_32_P124493 Underdamped
## A_24_P927222 Underdamped
## A_32_P147969 Underdamped
## A_32_P214860 Underdamped
## A_23_P86570   Overdamped
## A_24_P554156 Underdamped
## A_24_P113521 Underdamped
## A_24_P848352 Underdamped
## A_32_P215462 Underdamped
## A_32_P165990 Underdamped
## A_24_P182764 Underdamped
## A_23_P259641 Underdamped
## A_32_P230537 Underdamped
## A_24_P357688 Underdamped
## A_23_P154605 Underdamped
## A_32_P176609 Underdamped
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## A_32_P70875  Underdamped
## A_23_P33723  Underdamped
## A_32_P222060 Underdamped
## A_24_P201064 Underdamped
## A_23_P47848  Underdamped
## A_24_P96171  Underdamped
## A_32_P143637 Underdamped
## A_32_P98940  Underdamped
## A_24_P412943 Underdamped
## A_32_P167883 Underdamped
## A_32_P45375  Underdamped
## A_23_P132248 Underdamped
## A_23_P98183  Underdamped
## A_32_P109078 Underdamped
## A_32_P164378 Underdamped
## A_23_P339079 Underdamped
## A_23_P78372  Underdamped
## A_23_P149664 Underdamped
## A_23_P27627   Overdamped
## A_23_P110492 Underdamped
## A_24_P75700  Underdamped
## A_23_P213883 Underdamped
## A_23_P110473 Underdamped
## A_23_P64343  Underdamped
## A_23_P65609  Underdamped
## A_24_P592421 Underdamped
## CPID_111     Underdamped
## A_23_P405175 Underdamped
## A_32_P52046  Underdamped
## A_24_P307759 Underdamped
## A_24_P899020 Underdamped
## A_24_P272713  Overdamped
## A_32_P57140  Underdamped
## A_23_P313645 Underdamped
## A_32_P226356 Underdamped
## A_24_P244410 Underdamped
## A_23_P117623 Underdamped
## A_32_P184746 Underdamped
## A_32_P19561  Underdamped
## A_23_P361014 Underdamped
## A_24_P373297 Underdamped
## A_23_P380724 Underdamped
## A_24_P140171 Underdamped
## A_23_P57736  Underdamped
## A_24_P396167 Underdamped
## A_24_P178106 Underdamped
## A_24_P497244 Underdamped
## A_23_P125348 Underdamped
## A_24_P7934   Underdamped
## A_24_P914649 Underdamped
## A_23_P35906  Underdamped
## A_23_P140309 Underdamped
## A_32_P185507 Underdamped
## A_24_P58477  Underdamped
## A_23_P164718 Underdamped
## A_24_P307375  Overdamped
## A_23_P160862 Underdamped
## A_24_P108311 Underdamped
## A_24_P72420  Underdamped
## A_24_P315564 Underdamped
## A_24_P342086 Underdamped
## A_23_P158007  Overdamped
## A_32_P166356 Underdamped
## A_24_P918147 Underdamped
## A_24_P66548  Underdamped
## A_24_P346604 Underdamped
## A_24_P602168 Underdamped
## A_24_P204214 Underdamped
## A_32_P208039 Underdamped
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## A_23_P150919 Underdamped
## A_24_P82948   Overdamped
## A_23_P215140 Underdamped
## A_32_P150086 Underdamped
## A_23_P152655 Underdamped
## A_23_P426292 Underdamped
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## A_23_P206310 Underdamped
## A_23_P376088 Underdamped
## A_24_P944253 Underdamped
## A_24_P627306 Underdamped
## A_23_P32975  Underdamped
## A_23_P170820 Underdamped
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## A_24_P722473 Underdamped
## A_23_P109410 Underdamped
## A_32_P138617  Overdamped
## A_23_P143569 Underdamped
## A_23_P71741   Overdamped
## A_24_P277331 Underdamped
## A_23_P214876 Underdamped
## A_24_P754185  Overdamped
## A_32_P105281 Underdamped
## A_32_P160670 Underdamped
## A_24_P706314 Underdamped
## A_24_P203886  Overdamped
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## A_32_P35303  Underdamped
## A_23_P133133 Underdamped
## A_23_P60047  Underdamped
## A_24_P297798 Underdamped
## A_32_P165407 Underdamped
## A_24_P921801 Underdamped
## A_23_P74088  Underdamped
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## A_23_P109201 Underdamped
## A_24_P916288 Underdamped
## A_24_P177631 Underdamped
## A_24_P114459 Underdamped
## A_32_P226556 Underdamped
## A_23_P396626 Underdamped
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## A_23_P119295 Underdamped
## A_23_P313512 Underdamped
## A_32_P65472  Underdamped
## A_32_P47543  Underdamped
## A_23_P38887  Underdamped
## A_23_P21219  Underdamped
## A_24_P244916 Underdamped
## A_32_P16462   Overdamped
## A_23_P386331 Underdamped
## A_23_P72285  Underdamped
## A_23_P252082 Underdamped
## A_23_P82693  Underdamped
## A_24_P135167 Underdamped
## A_24_P347447 Underdamped
## A_24_P634530 Underdamped
## A_23_P89680  Underdamped
## A_32_P216122 Underdamped
## A_32_P108277 Underdamped
## A_24_P109432 Underdamped
## A_23_P201672 Underdamped
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## A_24_P539226 Underdamped
## A_23_P161596 Underdamped
## A_32_P217261 Underdamped
## A_24_P59247  Underdamped
## A_24_P914102 Underdamped
## A_32_P40145  Underdamped
## A_23_P218405 Underdamped
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## A_23_P325119 Underdamped
## A_32_P122268  Overdamped
## A_23_P217088 Underdamped
## A_32_P27020  Underdamped
## A_23_P59397  Underdamped
## A_23_P127175 Underdamped
## A_24_P855187 Underdamped
## A_24_P593733 Underdamped
## A_23_P414252 Underdamped
## A_32_P12065  Underdamped
## A_24_P292831 Underdamped
## A_23_P70069  Underdamped
## A_23_P200829 Underdamped
## A_24_P943263 Underdamped
## A_23_P320883 Underdamped
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## A_23_P60753  Underdamped
## A_24_P289139 Underdamped
## A_24_P650011 Underdamped
## A_23_P374315 Underdamped
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## A_24_P161959 Underdamped
## A_23_P310317 Underdamped
## A_23_P421423 Underdamped
## A_23_P209459 Underdamped
## A_23_P69058  Underdamped
## A_24_P931993 Underdamped
## A_23_P387552 Underdamped
## A_23_P78509  Underdamped
## A_24_P16892  Underdamped
## A_23_P251771 Underdamped
## A_32_P115606 Underdamped
## A_23_P213486 Underdamped
## A_24_P136711 Underdamped
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## A_23_P107661 Underdamped
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## A_23_P398491 Underdamped
## A_23_P206474 Underdamped
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## A_32_P136033 Underdamped
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## A_23_P103405 Underdamped
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## A_23_P56256  Underdamped
## A_23_P54006  Underdamped
## CPID_108     Underdamped
## A_24_P383581 Underdamped
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## A_23_P142070 Underdamped
## A_23_P353905 Underdamped
## A_23_P328621 Underdamped
## A_24_P307014  Overdamped
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## A_32_P22883  Underdamped
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## A_32_P74955  Underdamped
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## A_24_P144377 Underdamped
## A_24_P541919 Underdamped
## A_24_P306094 Underdamped
## A_23_P392501 Underdamped
## A_23_P321452 Underdamped
## A_24_P924589 Underdamped
## A_23_P54597  Underdamped
## A_23_P152516 Underdamped
## A_23_P400235 Underdamped
## A_32_P30991  Underdamped
## A_23_P163955 Underdamped
## A_24_P926875 Underdamped
## A_23_P420428 Underdamped
## A_24_P75748  Underdamped
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## A_23_P341938 Underdamped
## A_32_P151544 Underdamped
## A_32_P48615  Underdamped
## A_24_P46417  Underdamped
## CPID_341     Underdamped
## A_24_P153853  Overdamped
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## A_23_P32821  Underdamped
## A_23_P206041 Underdamped
## A_32_P138666 Underdamped
## CPID_113      Overdamped
## A_24_P923922 Underdamped
## A_23_P151459 Underdamped
## A_24_P892353 Underdamped
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## A_32_P198706 Underdamped
## A_32_P67303  Underdamped
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## A_24_P167877 Underdamped
## A_23_P135486 Underdamped
## A_32_P106523 Underdamped
## A_24_P510047 Underdamped
## A_23_P420863 Underdamped
## A_32_P120454 Underdamped
## A_23_P48610  Underdamped
## A_23_P92132   Overdamped
## A_23_P79122  Underdamped

# ggsave(paste(FIGUREDIR,"PCA_Blood_FD.pdf",sep=""), width = 160, height = 120, units = "mm",plot = ((gff$pca_plot|gff2$pca_plot)/gff$TimeCoursePlot)+plot_layout(heights = c(3,1.2)))

AmpDif<-AmplitdueDiffBetweenPC(res.pca_Desync,HT_Desync,human=T)
boxplot(AmpDif);mean(AmpDif$AmpPC1);mean(AmpDif$AmpPC2)

## [1] 0.2233228

## [1] 0.1056464

CR

source(PCA_FUN)
gff_cr_ctr<-PCAplot_Human(Expr=CR_Expr,
  TimeExpr=c(HT_Ext$Time,HT_Res$Time),
  Dataset="Ext",
  fits=fits,
  fitted_full=Preds_Ext,
  fitted_circcomp=Preds_Ext_circ,
  fitted_swcomp=Preds_Ext_sw,
  linedashedHex="11",
  xlim=c(-70,90),#-80,80
  ylim=c(-50,45),#-30,30
  SWdistr = MeanSWdfExt,title="Blood 10h sleep + CR")

## [1] "SWrc PC1: 0.363710315946574"
## [1] "SWrc PC2: 0.562368785665557"
## [1] "0|211"  "6|217"  "12|223" "18|229" "24|235"

## Le chargement a nécessité le package : scales

gff_cr_res<-PCAplot_Human(Expr=CR_Expr,
  TimeExpr=c(HT_Ext$Time,HT_Res$Time),
  Dataset="Res",
  fits=fits,
  fitted_full=Preds_Res,
  fitted_circcomp=Preds_Res_circ,
  fitted_swcomp=Preds_Res_sw,
  linedashedHex="11",
  xlim=c(-70,90),
  ylim=c(-50,45),
  SWdistr = MeanSWdfRest,title="Blood 6h sleep + CR")

## [1] "SWrc PC1: 0.361283853424133"
## [1] "SWrc PC2: 0.559838066296759"
## [1] "0|212"  "6|218"  "12|224" "18|230" "24|236"

# ggsave(paste(FIGUREDIR,"PCA_Blood_CR.pdf",sep=""), width = 160, height = 120, units = "mm",plot = ((gff$pca_plot/gff$TimeCoursePlot)+plot_layout(heights = c(3,1.2))|(gff2$pca_plot/gff2$TimeCoursePlot)+plot_layout(heights = c(3,1.2))))

res.pca_CR<-GetPCA(Expr = CR_Expr,TimeExpr = c(HT_Ext$Time,HT_Res$Time),
        fits = fits)

geneList<-sort(res.pca_CR$var$contrib[,1],decreasing = T)
names(geneList)<-res.pca_CR$var$Genes[names(geneList)]
geneList<-geneList[! duplicated(names(geneList))]


Endf_CRPC1<-ScoreEnrichment(geneList,Score = "decreasing",data="Human")

## 
## Building most specific GOs .....

##  ( 10189 GO terms found. )

## 
## Build GO DAG topology ..........

##  ( 13854 GO terms and 31336 relations. )

## 
## Annotating nodes ...............

##  ( 8178 genes annotated to the GO terms. )

## 
##           -- Weight01 Algorithm -- 
## 
##       the algorithm is scoring 5150 nontrivial nodes
##       parameters: 
##           test statistic: ks
##           score order: decreasing

## 
##   Level 18:  5 nodes to be scored    (0 eliminated genes)

## 
##   Level 17:  7 nodes to be scored    (0 eliminated genes)

## 
##   Level 16:  13 nodes to be scored   (43 eliminated genes)

## 
##   Level 15:  28 nodes to be scored   (69 eliminated genes)

## 
##   Level 14:  58 nodes to be scored   (163 eliminated genes)

## 
##   Level 13:  97 nodes to be scored   (350 eliminated genes)

## 
##   Level 12:  175 nodes to be scored  (977 eliminated genes)

## 
##   Level 11:  354 nodes to be scored  (2219 eliminated genes)

## 
##   Level 10:  563 nodes to be scored  (3398 eliminated genes)

## 
##   Level 9:   758 nodes to be scored  (4425 eliminated genes)

## 
##   Level 8:   790 nodes to be scored  (5532 eliminated genes)

## 
##   Level 7:   831 nodes to be scored  (6613 eliminated genes)

## 
##   Level 6:   697 nodes to be scored  (7238 eliminated genes)

## 
##   Level 5:   425 nodes to be scored  (7678 eliminated genes)

## 
##   Level 4:   235 nodes to be scored  (7933 eliminated genes)

## 
##   Level 3:   95 nodes to be scored   (8042 eliminated genes)

## 
##   Level 2:   18 nodes to be scored   (8087 eliminated genes)

## 
##   Level 1:   1 nodes to be scored    (8112 eliminated genes)

## Warning in ScoreEnrichment(geneList, Score = "decreasing", data = "Human"): NAs
## introduits lors de la conversion automatique

Endf_CRPC1$df

Endf_CRPC1$plot

## Warning: Removed 1 rows containing missing values (`geom_point()`).

## Warning: Removed 1 rows containing missing values (`geom_text_repel()`).

source(PCA_FUN)
#PlotParamsH(res.pca_Desync,SWrcsH,fits,PC=1)
Plpa_CRPC1<-PlotParamsH2(res.pca_CR,SWrcsH,fits,PC=1)

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.715)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.5)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.25)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.125)) + w^2): Production de NaN

Plpa_CRPC2<-PlotParamsH2(res.pca_CR,SWrcsH,fits,PC=2)

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.715)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.5)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.25)) + w^2): Production de NaN

## Warning in sqrt((exp(loggammaseq) * w)/tan((pi/1.125)) + w^2): Production de NaN

((Plpa_CRPC1$plot1+theme(legend.position = "none")+ggtitle("PC1")) / (Plpa_CRPC1$plot2+theme(legend.position = "none"))) | 
  ((Plpa_CRPC2$plot1+theme(legend.position = "none")+ggtitle("PC2")) / Plpa_CRPC2$plot2+theme(plot.margin = margin(0,0,50,0)))

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

geneList<-sort(res.pca_CR$var$contrib[,2],decreasing = T)
names(geneList)<-res.pca_CR$var$Genes[names(geneList)]
geneList<-geneList[! duplicated(names(geneList))]


Endf_CRPC2<-ScoreEnrichment(geneList,Score = "decreasing",data="Human")

## 
## Building most specific GOs .....

##  ( 10189 GO terms found. )

## 
## Build GO DAG topology ..........

##  ( 13854 GO terms and 31336 relations. )

## 
## Annotating nodes ...............

##  ( 8178 genes annotated to the GO terms. )

## 
##           -- Weight01 Algorithm -- 
## 
##       the algorithm is scoring 5150 nontrivial nodes
##       parameters: 
##           test statistic: ks
##           score order: decreasing

## 
##   Level 18:  5 nodes to be scored    (0 eliminated genes)

## 
##   Level 17:  7 nodes to be scored    (0 eliminated genes)

## 
##   Level 16:  13 nodes to be scored   (43 eliminated genes)

## 
##   Level 15:  28 nodes to be scored   (69 eliminated genes)

## 
##   Level 14:  58 nodes to be scored   (163 eliminated genes)

## 
##   Level 13:  97 nodes to be scored   (350 eliminated genes)

## 
##   Level 12:  175 nodes to be scored  (977 eliminated genes)

## 
##   Level 11:  354 nodes to be scored  (2219 eliminated genes)

## 
##   Level 10:  563 nodes to be scored  (3398 eliminated genes)

## 
##   Level 9:   758 nodes to be scored  (4425 eliminated genes)

## 
##   Level 8:   790 nodes to be scored  (5532 eliminated genes)

## 
##   Level 7:   831 nodes to be scored  (6613 eliminated genes)

## 
##   Level 6:   697 nodes to be scored  (7238 eliminated genes)

## 
##   Level 5:   425 nodes to be scored  (7678 eliminated genes)

## 
##   Level 4:   235 nodes to be scored  (7933 eliminated genes)

## 
##   Level 3:   95 nodes to be scored   (8042 eliminated genes)

## 
##   Level 2:   18 nodes to be scored   (8087 eliminated genes)

## 
##   Level 1:   1 nodes to be scored    (8112 eliminated genes)

Endf_CRPC2$df

Endf_CRPC2$plot

# n<-names(tail(sort(table(c(Endf_CPC1$df$GO.ID,Endf2_CPC2$df$GO.ID,Endf_LPC1$df$GO.ID,Endf2_LPCs2$df$GO.ID,Endf_DPC1$df$GO.ID,Endf_DPC2$df$GO.ID,Endf_CRPC1$df$GO.ID,Endf_CRPC2$df$GO.ID))),10))
# 
# Endf_CPC1$dfAll[Endf_CPC1$dfAll$GO.ID %in% n,]
# Endf_DPC2$dfAll[Endf_DPC2$dfAll$GO.ID %in% n,]

Fig

layout <- '
AEG
BLL
CHJ
DIK
'

gf<-wrap_plots(A=gff_c,
               B=gff_c_ts, #+theme(plot.margin = margin(2,0,0,0))
               C=gff_l,
               D=gff_l_ts,
               E=gff_fd_sync$pca_plot,
               L=gff_fd_sync$TimeCoursePlot,
               G=gff_fd_desync$pca_plot,
               H=gff_cr_ctr$pca_plot,
               J=gff_cr_res$pca_plot,
               I=gff_cr_ctr$TimeCoursePlot,
               K=gff_cr_res$TimeCoursePlot, design = layout,heights = c(3,1.2,3,1.2))
gf

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
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## Warning: Removed 1 rows containing missing values (`geom_vline()`).

## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
## Removed 120 rows containing missing values (`geom_path()`).

## Warning: Removed 1 rows containing missing values (`geom_vline()`).

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
## Removed 120 rows containing missing values (`geom_path()`).

## Warning: Removed 1 rows containing missing values (`geom_vline()`).

## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
## Removed 120 rows containing missing values (`geom_path()`).

## Warning: Removed 1 rows containing missing values (`geom_vline()`).

## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
## Removed 120 rows containing missing values (`geom_path()`).

## Warning: Removed 1 rows containing missing values (`geom_vline()`).

## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
## Removed 120 rows containing missing values (`geom_path()`).

## Warning: Removed 1 rows containing missing values (`geom_vline()`).

ggsave(paste(FIGUREDIR,"PCA.pdf",sep=""), width = 250, height = 250, units = "mm",plot =gf)

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
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## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
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## Warning: Removed 1 rows containing missing values (`geom_vline()`).

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
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## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

## Warning in is.na(x): is.na() appliqué à un objet de type 'expression' qui n'est
## ni une liste, ni un vecteur

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## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
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## Warning: Removed 1 rows containing missing values (`geom_vline()`).

## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
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## Warning: Removed 1 rows containing missing values (`geom_vline()`).

## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
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## Warning: Removed 1 rows containing missing values (`geom_vline()`).

## Warning: Removed 1 rows containing missing values (`geom_rect()`).

## Warning: Removed 120 rows containing missing values (`geom_line()`).

## Warning: Removed 120 rows containing missing values (`geom_path()`).
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## Warning: Removed 1 rows containing missing values (`geom_vline()`).

Supplementary Fig

fviz_screeplot(res.pca_Cortex)

subf<-((Plpa_CortexPC1$plot1+theme(legend.position = "none")+ggtitle("PC1")) / (Plpa_CortexPC1$plot2+theme(legend.position = "none"))) | 
  ((Plpa_CortexPC2$plot1+theme(legend.position = "none")+ggtitle("PC2")) / Plpa_CortexPC2$plot2+theme(plot.margin = margin(0,0,50,0)))

Endf2_CPC2$plot

Endf_CPC1$plot

layout <- '
ACE
BCE
DCE
'
subf<-((Plpa_CortexPC1$plot1+theme(legend.position = "none")+ggtitle("PC1")) / (Plpa_CortexPC1$plot2+theme(legend.position = "none"))) | 
  ((Plpa_CortexPC2$plot1+theme(legend.position = "none")+ggtitle("PC2")) / Plpa_CortexPC2$plot2+theme(legend.position = "none"))
legend1<-cowplot::get_legend(Plpa_CortexPC2$plot2+theme_bw())
legend2<-cowplot::get_legend(Endf2_CPC2$plot+theme_bw())

gsf_cortex<-wrap_plots(A=fviz_screeplot(res.pca_Cortex)+ylab("% var. explained")+ggtitle("Cortex")+xlab("PC")+theme_classic(),
                C=subf,
                B=Endf_CPC1$plot+ggtitle("GO enrich. PC1")+theme(legend.position = "none"),
                D=Endf2_CPC2$plot+ggtitle("GO enrich. PC2")+theme(legend.position = "none"),
                E=legend1,
                design = layout,widths = c(1,1.5,.3),heights = c(.5,1,1))+plot_annotation(title="Cortex")
gsf_cortex

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

subf<-((Plpa_LiverPC1$plot1+theme(legend.position = "none")+ggtitle("PC1")) / (Plpa_LiverPC1$plot2+theme(legend.position = "none"))) | 
  ((Plpa_LiverPC2$plot1+theme(legend.position = "none")+ggtitle("PC2")) / Plpa_LiverPC2$plot2+theme(legend.position = "none"))
gsf_liver<-wrap_plots(A=fviz_screeplot(res.pca_Liver)+ylab("% var. explained")+ggtitle("Liver")+xlab("PC")+theme_classic(),
                C=subf,
                B=Endf_LPC1$plot+ggtitle("GO enrich. PC1")+theme(legend.position = "none"),
                D=Endf2_LPC2$plot+ggtitle("GO enrich. PC2")+theme(legend.position = "none"),
                E=legend1,
                design = layout,widths = c(1,1.5,.3),heights = c(.5,1,1))+plot_annotation(title="Liver")
gsf_liver

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

subf<-((Plpa_DesyncPC1$plot1+theme(legend.position = "none")+ggtitle("PC1")) / (Plpa_DesyncPC1$plot2+theme(legend.position = "none"))) | 
  ((Plpa_DesyncPC2$plot1+theme(legend.position = "none")+ggtitle("PC2")) / Plpa_DesyncPC2$plot2+theme(legend.position = "none"))
gsf_Desync<-wrap_plots(A=fviz_screeplot(res.pca_Desync)+ylab("% var. explained")+ggtitle("Blood F.D.")+xlab("PC")+theme_classic(),
                C=subf,
                B=Endf_DPC1$plot+ggtitle("GO enrich. PC1")+theme(legend.position = "none"),
                D=Endf_DPC2$plot+ggtitle("GO enrich. PC2")+theme(legend.position = "none"),
                E=legend1,
                design = layout,widths = c(1,1.5,.3),heights = c(.5,1,1))+plot_annotation(title="Blood F.D.")
gsf_Desync

## Warning: Removed 1 rows containing missing values (`geom_point()`).

## Warning: Removed 1 rows containing missing values (`geom_text_repel()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

subf<-((Plpa_CRPC1$plot1+theme(legend.position = "none")+ggtitle("PC1")) / (Plpa_CRPC1$plot2+theme(legend.position = "none"))) | 
  ((Plpa_CRPC2$plot1+theme(legend.position = "none")+ggtitle("PC2")) / Plpa_CRPC2$plot2+theme(legend.position = "none"))
gsf_CR<-wrap_plots(A=fviz_screeplot(res.pca_CR)+ylab("% var. explained")+ggtitle("Blood C.R.")+xlab("PC")+theme_classic(),
                C=subf,
                B=Endf_CRPC1$plot+ggtitle("GO enrich. PC1")+theme(legend.position = "none"),
                D=Endf_CRPC2$plot+ggtitle("GO enrich. PC2")+theme(legend.position = "none"),
                E=legend1,
                design = layout,widths = c(1,1.5,.3),heights = c(.5,1,1))+plot_annotation(title="Blood C.R.")
gsf_CR

## Warning: Removed 1 rows containing missing values (`geom_point()`).

## Warning: Removed 1 rows containing missing values (`geom_text_repel()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

gff<-(gsf_cortex | gsf_liver) / (gsf_Desync | gsf_CR)
ggsave(paste(FIGUREDIR,"PCA_Sup.pdf",sep=""), width = 600, height = 400, units = "mm",plot =gff)

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 1 rows containing missing values (`geom_point()`).

## Warning: Removed 1 rows containing missing values (`geom_text_repel()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 1 rows containing missing values (`geom_point()`).

## Warning: Removed 1 rows containing missing values (`geom_text_repel()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

## Warning: Removed 3021 rows containing missing values (`geom_path()`).

## Warning: Removed 3791 rows containing missing values (`geom_path()`).

## Warning: Removed 4660 rows containing missing values (`geom_path()`).

## Warning: Removed 5351 rows containing missing values (`geom_path()`).

tail(sort(table(c(Endf_CRPC2$df$GO.ID,Endf_CRPC1$df$GO.ID,Endf_CPC1$df$GO.ID,Endf2_CPC2$df$GO.ID,Endf_LPC1$df$GO.ID,Endf2_LPC2$df$GO.ID,Endf_DPC1$df$GO.ID,Endf_DPC2$df$GO.ID))))

## 
## GO:0045944 GO:0046039 GO:0097035 GO:0099515 GO:0006357 GO:0006631 
##          3          3          3          3          4          4

Expr<-FD_Expr
TimeExpr<-HT_Desync$Time
Dataset="Sync"
fits<-fits
fitted_full<-Preds_Desync
fitted_circcomp<-Preds_Desync_circ
fitted_swcomp<-Preds_Desync_sw
linedashedHex="11"
xlim=c(-120,100)
ylim=c(-60,60)
SWdistr = MeanSWdf
title="Blood FD in-phase"